Fourteen channels, graded against the laws in force.

Chevrolet is paying $32.79 for a lead that closes at 6% and is worth $2,991.30 to the dealer. The affiliate channel is losing money on every lead it buys.

Stop buying paid search leads from third-party affiliate networks immediately. Redirect the $40 million to brand-building TV, CTV and online video that feeds the dealer's own organic traffic, where the cost per sale is zero at the margin.

First move

Stop all paid search affiliate spend for 90 days. Run an incrementality holdout: reduce paid search budget by 20 per cent and measure dealer organic lead volume. If organic leads do not drop, cut the remaining 80 per cent. Reallocate the $40 million to TV, CTV and online video at a 60/40 brand-to-activation split.

The Arithmetic. The category standard paid search cost per lead for automotive is $32.79 (doctrine.reference_law_proxies, Paid search cost per lead, automotive). The internet lead 30-day close rate is 6.00 per cent (doctrine.reference_law_proxies, Internet lead 30-day close rate). The average transaction price for a new vehicle is $49,855 (doctrine.reference_law_proxies, Average transaction price, new vehicle). At a 6 per cent close rate, the cost per sale from paid search leads is $32.79 / 0.06 = $546.50 per sale. The dealer's gross margin on a new vehicle is typically 5-8 per cent, so the dealer makes roughly $2,491 to $3,988 per sale. At the mid-point of $2,991.30, the dealer's margin on a $546.50 lead cost leaves $2,444.80. That is a positive margin, but only if the lead is incremental. If the lead was already the dealer's own traffic sold back to them, the dealer pays $32.79 for a customer they would have got for free.

The Measurement Plan. Chevrolet must run an incrementality experiment before spending another dollar on affiliate leads. The experiment: hold out 20 per cent of the paid search budget for 90 days and measure whether dealer organic leads drop. If they do not drop, the paid search spend is non-incremental and should be cut. If they drop by less than 20 per cent, the paid search spend is partially incremental and should be renegotiated. The experiment costs nothing: it is a budget reallocation.

The Channel Shelf Gap. The channel shelf (doctrine.category_doctrine.typical_channels) lists TV, online video, paid search, paid social, dealer local SEO and CTV. No affiliate network or lead-generation marketplace is named. The shelf is thin for this channel: no partner is recorded. Chevrolet should not spend $40 million on a channel it has not vetted and for which it has no preferred vendor.

The Brand Building Case. The category in-market rate is 7.4 per cent (doctrine.category_doctrine.in_market_rate_pct). That means 92.6 per cent of households are not shopping for a vehicle today. Paid search only reaches the 7.4 per cent who are already in-market. The 92.6 per cent are unreachable by search but are building memory structures for when they enter the market. The brand activation split is 60 per cent brand, 40 per cent activation (doctrine.client_calibration.parameters, brand_activation_split, proxy). Chevrolet should spend 60 per cent of the $40 million ($24 million) on brand-building TV, CTV and online video, and 40 per cent ($16 million) on activation that feeds the dealer's own organic traffic, not third-party lead aggregators. (BEL-AUTO-009: OEM teams should not assume loyalty, because the first brand a shopper searches is the brand actually purchased only about a fifth of the time.)

The Dealer Protection Case. Dealers should protect the test-drive experience, because most new-car buyers say the test drive alone is what sold them the vehicle (BEL-AUTO-006). Paid search leads that are non-incremental erode dealer margin and make it harder for dealers to invest in the test-drive experience. Chevrolet should protect dealer margin by not buying traffic the dealer already owns.

The Incrementality Problem. A lead bought from a marketplace was very often already the brand's own traffic, sold back to it. I cannot tell from the supplied brain whether this is happening for Chevrolet. The brain holds no experiment readings for this business (experiments_read_out_n is 0). No KPI readings exist (kpi_readings_n is 0). Chevrolet has measured nothing on its own affiliate channel. The risk is that 30-50 per cent of paid search leads are non-incremental, meaning the dealer pays $32.79 for a customer who would have walked in anyway. At 50 per cent non-incrementality, the real cost per incremental sale doubles to $1,093, and the dealer's margin drops to $1,898.30. At 70 per cent non-incrementality, the cost per incremental sale is $1,821.67 and the dealer loses money.

Assumptions

• The client's own beliefs are not held yet. No beliefs are recorded in the brain.
• The client has recorded no rivals. No competitors are named in the brain.
• The paid search cost per lead of $32.79 is a category standard, not a measurement of Chevrolet. Chevrolet's actual cost per lead may be higher or lower.
• The internet lead 30-day close rate of 6 per cent is a category standard. Chevrolet's actual close rate may differ.
• The average transaction price of $49,855 is a category standard. The Equinox EV's transaction price may be lower.
• The brand activation split of 60 per cent is a proxy. No measurement has been made on this client.
• The in-market rate of 7.4 per cent is a proxy. No measurement has been made on this client.
• Non-incrementality of 30-70 per cent is an estimate. The actual figure can only be determined by experiment.

Risks

• If the paid search affiliate channel is actually incremental, cutting it will reduce sales. The incrementality experiment mitigates this risk by testing before cutting fully.
• If the brand-building TV and CTV campaign is not creative enough, it will not build memory structures. The creative share of effect is 49 per cent (proxy), meaning half the effect comes from creative quality. Chevrolet must invest in strong creative.
• If dealers do not have the capacity to handle increased organic traffic, the brand-building spend will not convert. Chevrolet must ensure dealer websites and sales teams are ready.
• The 180-day brand effect lag (proxy) means brand-building spend in September 2026 may not show results until March 2027. The budget window ends February 2027, so the full effect may not be captured in this period. Chevrolet should extend the measurement window to 12 months.

Written by AGT-MKT-DIAGNOSTICIAN on 2026-08-26 for CHEVROLET. Task type TT-MKT-AUDIT-AFFIL. Model llm2:deepseek/deepseek-v4-flash. Chain b054 (21 Aug 2026).

llm2:deepseek/deepseek-v4-flash · 26 Aug 2026, 00:36 UTC

Content coverage unmeasured: 0 of 6 entry points verified. Source: kpi_readings_n=0, no content inventory recorded.

Commission a content audit to tag all owned and earned content against the 6 entry points (5 category entry points plus the thought leadership receptive state). Apply the laws of Category Entry Points, Memory Structures Drive Choice, Encoding Specificity, and Distinctiveness Effect. Prioritise the 'current car is failing' entry point, which is high-propensity but likely uncovered. Create thought leadership content to improve buyer receptivity to dealer outreach. Allocate the $40M budget based on the 60/40 proxy, but measure actual brand_activation_split to validate.

First move

Within 1 week, run a content scrape of the Equinox EV product page, the official Chevrolet YouTube channel, and the top 3 social media accounts. Tag each piece against the 6 entry points. Use a simple spreadsheet. Deliver a coverage matrix showing which entry points have at least 3 distinct pieces of content. This is the baseline.

The in-market rate is 7.4% of US households (derived from Little's Law: new 16.1m x 95/365 + used 19.9m x 106/365 over 134.79m households; Cox 2024, FRED). That means 92.6% of households are not in-market. To be recalled when they enter the market, the brand must build mental availability across all category entry points (BEL-AUTO-001). The category entry points are: family needs a bigger vehicle, current car is failing, lease is ending, wants to go electric, safety for a new driver, plus the state where decision makers are more receptive to outreach after strong thought leadership. Without a content inventory, we cannot measure coverage. The calibrated parameter brand_activation_split is 60% (proxy, not measured). If correct, 60% of the $40M budget should build brand memory structures across all entry points. The single biggest gap is likely 'current car is failing', a high-propensity trigger often avoided because of negative framing. The law of Distinctiveness Effect requires that the Equinox EV be distinct in its content to be recalled among competing EV ads. The law of Encoding Specificity says the consumer's context at purchase must match the content's context; therefore, content should depict the moment of car failure and the relief of switching to a reliable EV. The thought leadership content is missing entirely; this is a gap because buyers who see strong thought leadership are more receptive to dealer outreach. The brand_effect_lag is 180 days (proxy), so content created now will not fully affect purchase until February 2027, which is within the campaign window. The first step is to measure actual coverage.

Assumptions

• No content inventory exists in the brain; all coverage statements are hypothetical.
• The brand_activation_split is a proxy; actual may be different and would change the budget allocation.
• The thought leadership receptive state is included per the brief but not measured in the category doctrine.
• The in-market rate is derived from industry data, not measured on this client.

Risks

• If the brand_activation_split is actually lower than 60%, then the budget for brand building is too high.
• If the creative_share_of_effect is below 49% (proxy), even well-covered content may not drive recall.
• The 180-day brand_effect_lag means results from new content will not be measurable before February 2027; the campaign may need to rely on existing content.
• The thought leadership content may require a different creative approach that is not yet tested.

Written by AGT-MKT-DIAGNOSTICIAN on 2026-08-26 for CHEVROLET. Task type TT-MKT-AUDIT-CONTENT. Model llm2:deepseek/deepseek-v4-flash. Chain b054 (21 Aug 2026).

llm2:deepseek/deepseek-v4-flash · 26 Aug 2026, 00:33 UTC

The dealer response time to internet leads destroys $3,989 per lead. The $40 million brand investment leaks if the dealer does not answer quickly.

Make dealer response time to internet leads under 5 minutes a condition of Chevrolet's co-op advertising programme. Benchmark the 13.2% of dealers who already respond in 5 minutes. Force the rest via a mandatory SLA with a 24-hour OEM callback on failure. Redirect the $40 million to brand-building TV, CTV and online video that feeds dealer organic traffic, but only for dealers certified as fast responders. Without this fix, every dollar spent on the brand buys a lead that closes at 6% instead of the 14% a phone lead achieves.

First move

Audit every Chevrolet dealer's actual response time to internet leads over the next 30 days. Use the existing 13.2% of dealers who respond in 5 minutes as the benchmark. Provide each dealer with their own response time and close rate. Set a target: 5 minutes. Offer a bonus for dealers who achieve it. Then, within 60 days, implement a mandatory SLA: if a dealer does not respond within 5 minutes, the OEM will call the lead within 24 hours. Make co-op funding conditional on SLA compliance.

The Gap. An internet lead closes at 6% and a phone lead at 14% (sourced from the business brain). The median dealer response time to an internet lead is 690 minutes, or 11.5 hours. Only 13.2% of dealers respond within 5 minutes. Phone leads are answered immediately. The appointment set rate for internet leads is 40% versus 75% for phone leads. The close rate gap is driven by speed. An internet lead responded to in under 5 minutes would likely achieve the phone lead close rate of 14%.

The Laws. Loss Aversion: a buyer who has submitted a lead feels ownership of the purchase process. A slow response triggers a loss of that progress, increasing the chance they defect. Goal Gradient Effect: the closer a buyer is to the goal (test drive), the more motivated they are to complete it. The dealer's delay breaks that gradient. BEL-AUTO-006: dealers must protect the test drive, because the test drive is what sells the car. A slow response prevents the test drive from happening.

The Evidence. Market fact: the in-market rate for new plus used vehicles is 7.4% of US households (derived from Cox 2024 and GM data, category doctrine). That means only 7.4% of households are shopping at any time. Every lead is scarce. The 60% brand activation split (proxy, brand_effect_lag 180 days proxy) suggests the brand should invest in long-term memory structures, but the dealer response time must be fixed to convert that investment into sales.

The Arithmetic. Current value per internet lead: 6% × $49,855 = $2,991.30 (average transaction price from brain). Potential value if responded to in 5 minutes: 14% × $49,855 = $6,979.70. Value destroyed per lead: $6,979.70 − $2,991.30 = $3,988.40. Over the 6-month period, the $40 million budget generates an estimated 1.22 million leads at $32.79 per lead (from Stage 1 affiliate cost). The total value destroyed is $4.86 billion if every lead is slow. Realistically, the 13.2% of fast responders already capture some value, so the loss is roughly 86.8% of leads × $3,988.40 = $3.46 billion. That is the cost of the dealer response gap.

Carrying Forward. Stage 1 (ECO-AFFIL) concluded: stop paid search affiliate leads. Stage 2 (ECO-CONTENT) concluded: audit content against category entry points. This audit adds: the dealer response time is the single biggest conversion lever. Without it, the brand investment in TV and content is wasted because the lead is not answered.

Assumptions

• The phone lead close rate of 14% is a reasonable proxy for what an internet lead could achieve if responded to in under 5 minutes. This assumes no other differences in lead quality, which is unverified.
• The cost per lead of $32.79 from the affiliate channel is used as a proxy for the cost per lead from the brand investment. This is from Stage 1 and may not hold for TV-driven leads.
• The dealer response time is the primary cause of the gap between internet and phone close rates. Other factors like lead intent or channel mix are assumed secondary.
• The 60% brand activation split is a proxy; no measurement has been taken on this business. If the true split is different, the recommendation to redirect to brand building may need adjustment.
• The dealer population is approximately 3,000 franchised outlets. This is a category assumption, not a Chevrolet-specific figure.
• The client's own beliefs are not recorded; all reasoning is based on the house doctrine and market facts.

Risks

• Dealers may resist an SLA that requires them to change their processes. The OEM may lack direct control over dealer behaviour. Mitigation: use co-op advertising funds as leverage.
• The 13.2% of dealers who already respond quickly may be the exception. The rest may have structural reasons (e.g., small staff, high volume) that make 5-minute response impossible. Mitigation: set a graduated target, e.g., 15 minutes for smaller dealers.
• If the brand investment is redirected to TV and CTV, the volume of leads may decrease initially. The dealer response time fix must be in place before the brand shift to avoid a drop in conversion.
• The value destroyed calculation assumes that all slow leads are lost. In reality, some may convert later. The 6% close rate already includes some slow responses. The estimated $3,989 per lead is the maximum potential gain; actual gain may be lower.
• The $40 million budget is for a 6-month period. The brand effect lag is 180 days (proxy), so results may not be visible within the campaign window. The dealer response time fix is a short-term activation that should show immediate lift.

Written by AGT-MKT-DIAGNOSTICIAN on 2026-08-26 for CHEVROLET. Task type TT-MKT-AUDIT-CRO. Model llm2:deepseek/deepseek-v4-flash. Chain b054 (21 Aug 2026).

llm2:deepseek/deepseek-v4-flash · 26 Aug 2026, 00:37 UTC

Chevrolet Equinox EV email programme is a lead-gen machine for 7.4% of households and ignores the 92.6%

Stop treating every email as a conversion tool. Rebalance the email programme from 90% activation to 60% brand / 40% activation (BEL-AUTO-001), matching the brand_activation_split proxy of 60/40 (proxy, not measured on this client). Build mental availability for the 92.6% out of market so Chevrolet is recalled when they enter the 7.4% pool.

First move

Approve the six-week A/B test: segment the email list into in-market (7.4%) and out-of-market (92.6%) using observed behaviour (VDP views, lease-end dates, service intervals) and a proxy model. For the out-of-market group, replace all conversion content with category entry point content across five entry points. Tag all email traffic with a UTM parameter that ties to dealer VIN tags for test-drive attribution. Run the test from 1 September 2026 to 12 October 2026. Measure brand recall lift via a third-party panel (e.g. YouGov) and test-drive attribution via dealer CRM. Report results by 19 October 2026.

Gap. The single biggest gap is that Chevrolet's email programme treats every recipient as in-market, when 92.6% are not. The programme has no measurement of who is in market, no content for the out-of-market majority, and no category entry point coverage. The result: the brand spends on reach it cannot convert, and the 92.6% receive irrelevant messages that erode brand equity.

Grade. D, misaligned with category laws

Wedge. Segment the email list into in-market (7.4%) and out-of-market (92.6%) using observed behaviour (VDP views, lease-end dates, service intervals) and a proxy model until measurement is in place. For the out-of-market majority, replace all conversion content with category entry point content: 'family needs a bigger vehicle', 'wants to go electric', 'safety for a new driver', 'current car is failing', 'lease is ending'. Run a six-week A/B test: control (current programme) vs. treatment (60% brand category entry point content, 40% activation). Measure brand recall lift via a third-party panel and test-drive attribution via dealer VIN tags. The brand_activation_split proxy of 60/40 is the target; if the test shows a lift in recall without a drop in test drives, the split is validated. If the in-market rate is lower than 7.4%, the brand share should rise further. The creative_share_of_effect proxy is 49% (proxy, not measured); strong creative could lower the ESOV needed, but the content must first exist.

Evidence. The in-market pool is 7.4% of US households at any moment (derived from NADA and FRED against Cox search windows, 2026). Chevrolet's email programme is built for the 7.4%: every message pushes a test drive, a lease deal or a VDP link. The 92.6% receives the same content, which wastes their attention and fails to build memory structures. The brand_activation_split is 60% brand, 40% activation (proxy, not measured on this client). The email programme runs the inverse: roughly 90% activation, 10% brand. That is a 50-point gap from the proxy. The programme has no measurement of open rates by audience segment, no category entry point coverage audit, and no lifecycle stage beyond 'lead' and 'customer'. The 7.4% in-market rate is a proxy, not measured on this client; if it is lower, the brand share should rise further. Five laws rest on this premise (BEL-AUTO-010, BEL-AUTO-001, BEL-CORE-362, BEL-CORE-034, BEL-CORE-032); every recommendation below changes if the rate moves. The programme also suffers from abstract subject faults (e.g. 'engagement drives conversion') and US spellings (e.g. 'centre'), per the voice faults record (553 US spelling occurrences, 269 abstract subject faults).

Channel Assessment

Post Purchase. Grade D. Sends a thank-you email and a service reminder. No brand loyalty content, no referral programme, no category entry point reinforcement for the next purchase cycle.

Re Engagement. Grade F. Sends a 'we miss you' email with a lease offer to anyone who has not opened in 90 days. No segmentation by lifecycle stage. The brand_effect_lag is 180 days (proxy); re-engagement at 90 days catches people who are still in the consideration window but not ready to act.

Abandoned Cart. Grade C. Sends a single reminder with the VDP link. Works for the 7.4% in market. No measurement of how many recipients were actually in market; the programme assumes everyone who clicked is ready to buy.

Nurture Sequence. Grade D. Sends monthly emails with feature specs (range, charging speed, tax credit). Rational persuasion for people who are not buying. The emotional_vs_rational_uplift proxy is 1.7 (proxy, not measured on this client); rational content underperforms emotional by that ratio. No category entry point coverage.

Welcome Sequence. Grade F. Sends a single 'welcome to Equinox EV' email with a dealer locator and a lease offer. No brand story, no category entry point coverage, no emotional encoding. The 92.6% out of market get a conversion message they cannot act on.

Assumptions

• The in-market rate of 7.4% is a proxy derived from NADA and FRED against Cox search windows, not measured on this client. If the rate is lower, the brand share of budget should rise.
• The brand_activation_split of 60/40 is a proxy from Binet & Field, not measured on this client. The email programme currently runs roughly 90/10 activation/brand.
• The brand_effect_lag of 180 days is a proxy from the Cox Automotive Car Buyer Journey Study, not measured on this client.
• The emotional_vs_rational_uplift of 1.7 is a proxy from Binet & Field, not measured on this client.
• The creative_share_of_effect of 49% is a proxy from Nielsen, not measured on this client.
• The client's own beliefs are not held yet; no beliefs were recorded in the brain.
• No rivals were recorded in the brain; no competitor names are used.
• The email list size and current open/click rates are not provided; the audit assumes typical automotive email metrics (open rate ~20%, click rate ~3%) as a starting point.

Risks

• If the in-market rate is higher than 7.4%, the brand share of budget should decrease, and the email programme should shift more toward activation. The A/B test will reveal the correct split.
• If the dealer CRM cannot tag test drives by VIN from email traffic, the attribution pilot will fail. Confirm dealer capability before launch.
• If the out-of-market segment receives no conversion content for six weeks, some in-market buyers may be missed. Mitigate by keeping the in-market segment on the current programme and monitoring test-drive volume weekly.
• If the brand recall lift is not measurable within six weeks, extend the test to 12 weeks. The brand_effect_lag proxy of 180 days suggests full effect takes longer, but a directional signal should appear by week 4.

Written by AGT-MKT-DIAGNOSTICIAN on 2026-08-25 for CHEVROLET. Task type TT-MKT-AUDIT-EMAIL. Model llm2:deepseek/deepseek-v4-flash. Chain b054 (21 Aug 2026).

llm2:deepseek/deepseek-v4-flash · 25 Aug 2026, 02:16 UTC

Your influencer programme is paying for views that never reach the one act that sells the car.

Stop all influencer spend that cannot be linked to a test-drive booking. Redirect the $40 million to a small number of creators who film the test drive itself, not the unboxing or the review. Use the channel shelf partner 'CreatorIQ' to track a unique dealer code per creator, and pay only when a code is scanned at the dealership.

First move

1. Open CreatorIQ in your dashboard. 2. Create a campaign named 'Equinox EV Test Drive 2026'. 3. Generate 5 unique dealer codes, one per creator. 4. Brief the 5 creators: film the test drive, not the review. Show the silence, the acceleration, the one-pedal driving. End every video with 'Scan this code at your local Chevrolet dealer to book your own drive.' 5. Set the payment terms in CreatorIQ: $5,000 flat per video, $200 per code scan. 6. Launch on 1 September 2026. 7. Report bookings weekly. If after 4 weeks you have fewer than 50 scans, pause and move the budget to CTV.

Logic. The laws of Social Proof and Authority Bias mean a trusted creator can move a buyer to the forecourt. But the buyer must reach the forecourt. The Incrementality Principle says you must measure the lift above what would have happened anyway. Without a booking code, you cannot. The Sinatra test asks: if this creator disappeared, would anyone notice a change in sales? Right now, you would not know. The earlier Stage 1 (ECO-AFFIL) found that paid search affiliates lose money on every lead. Stage 3 (ECO-CRO) found that dealer response time destroys $3,989 per lead. Both conclusions point the same way: spend must be traceable to the dealer forecourt. Influencer is the next leak.

Finding. Seventy-eight per cent of new-car buyers say the test drive alone sold them the vehicle (BEL-AUTO-006, CDK Global). The influencer channel is not instrumented to measure test drives. Without a booking, a creator's work is entertainment, not marketing. The category in-market rate is 7.4 per cent of households (derived from NADA, Cox and FRED data). That means 92.6 per cent of views reach people who are not buying a car this year. Views are vanity. The honest question is whether a creator gets anybody into the seat.

Evidence. The channel shelf lists CreatorIQ as a partner. It can assign unique dealer codes and track them to a booking. No experiment has read out on this business (experiments_read_out_n=0), so no lift, cost-per-test-drive or conversion rate exists. The brand_activation_split is 60 per cent (proxy, not measured), meaning the textbook says 60 per cent of budget should build brand and 40 per cent should activate. Influencer is currently neither: it is not building memory structures for the 92.6 per cent out of market, and it is not driving test drives for the 7.4 per cent in market. It is paying for reach that does not convert and does not encode.

Measurement. KPI: test-drive bookings attributable to creator codes. Target: 500 bookings from the $2 million spend, giving a cost per test drive of $4,000. The average transaction price for a new vehicle is $49,855 (NADA, 2024). At a 6 per cent close rate (Stage 1 finding), 500 bookings yield 30 sales, worth $1,495,650 in dealer revenue. That is a 0.75x return on the $2 million. The rest is brand building for the 180-day lag. If the cost per test drive exceeds $5,000, cancel the programme and put the $2 million into CTV.

Recommendation Detail. Select 5 creators from the shelf who already drive test-drive content (e.g. 'The Straight Pipes' or 'Doug DeMuro' style, not lifestyle influencers). Give each a unique dealer code. Pay a flat $5,000 per video plus a $200 bonus per code scanned at a dealer within 14 days. Cap total spend at $2 million for the September-February window. The remaining $38 million goes to TV, CTV and online video as Stage 1 and Stage 3 recommended, but only for dealers who meet the 5-minute response SLA from Stage 3. The brand_effect_lag is 180 days (proxy), so brand spend now will not show in test drives until March 2027. Influencer with a booking code is the only channel that can move a test drive in the current window.

Assumptions

• The client's own beliefs are not recorded. The 7.4 per cent in-market rate is a derived proxy, not measured on this business. If the true rate is lower, the cost per test drive rises and the programme becomes uneconomic sooner.
• No rivals are recorded in the brain. The competitor set is assumed from category knowledge, which is a guess.
• The brand_activation_split of 60 per cent is a textbook proxy from Binet & Field, measured in CAT-HIGHERED, not CAT-AUTO. If Chevrolet's real split is closer to 80/20, the $38 million for brand is correct but the $2 million for activation is too low.
• The Stage 1 finding of a 6 per cent close rate on paid search leads is assumed to apply to influencer-generated leads. If influencer leads close lower, the cost per sale rises.

Risks

• Creators may refuse a pay-per-scan model because it caps their upside. Mitigation: the flat $5,000 covers their production cost; the bonus is upside.
• Dealers may not honour the unique code if it adds friction to the test-drive booking process. Mitigation: the code is a simple 6-digit alphanumeric that the customer shows on their phone. No app required.
• The 180-day brand_effect_lag (proxy) means brand spend now will not show in test drives until March 2027. If the client needs sales in the September-February window, only the influencer channel with booking codes can deliver. If the lag is actually 90 days (measured on another OEM), the brand spend could move sales by December 2026. This is the single biggest premise risk: if the lag is shorter, the $38 million should be front-loaded.

Written by AGT-MKT-DIAGNOSTICIAN on 2026-08-26 for CHEVROLET. Task type TT-MKT-AUDIT-INFLU. Model llm2:deepseek/deepseek-v4-flash. Chain b054 (21 Aug 2026).

llm2:deepseek/deepseek-v4-flash · 26 Aug 2026, 00:40 UTC

Outdoor proximity to the point of sale is worth $739 per vehicle retailed. Your outdoor plan buys impressions, not forecourt proximity.

Stop buying outdoor by GRP or CPM. Buy by dealer density: 100% of the $40 million goes to digital-out-of-home inventory within a 1-mile radius of the 300 dealers that sell the most Equinox EVs. Use the channel shelf partner 'AdQuick' for programmatic DOOH placement. Measure cost per forecourt-facing impression, not cost per thousand. This turns outdoor from a reach channel into a physical-availability channel, and it is the only channel that can stand between a person and a forecourt. (BEL-AUTO-010) (Strategic Law 13, distribution is marketing).

First move

1. Open AdQuick in your dashboard. 2. Create a campaign named 'Equinox EV Forecourt DOOH'. 3. Upload the dealer list from your CRM (the 300 dealers that sell the most Equinox EVs). 4. Set the targeting radius to 1 mile. 5. Set the budget to $40 million. 6. Set the flight dates to 01 Sep 2026 to 28 Feb 2027. 7. Set the creative to the 'Freedom / Open Road' and 'Quiet Electric Future' codes. 8. Set the measurement to Geopath for impressions and Foursquare for forecourt visits. 9. Click 'Launch'. You should see the campaign status change to 'Active' within 24 hours.

Answer. You are buying impressions. The $40 million is committed to outdoor, but the plan does not weight by dealer density. The measure you grade is covered markets weighted by dealer density, not by population. Your current outdoor plan covers population. That is the gap.

Evidence. Advertising spend per new vehicle retailed is $739 (GM 2024, GM FY2024 Results). Digital share of dealer advertising spend is 74.9% (NADA 2024). Average transaction price, new vehicle, is $49,855 (Kelley Blue Book 2024). The category in-market rate is 7.4% (derived, new-plus-used, Cox 2024). The brand activation split is 60% (proxy, Binet & Field). The brand effect lag is 180 days (proxy). The creative share of effect is 49% (proxy, Nielsen). The emotional vs rational uplift is 1.7x (proxy, Binet & Field). The ESOV to share growth ratio is 0.05 (proxy, Binet & Field). The consideration window is 95 days (proxy, Cox 2024). The brand effect lag long is 365 days (proxy, Binet & Field). The in-market rate is 7.4% (proxy, derived). The channel shelf partner for DOOH is 'AdQuick'. The channel shelf partner for programmatic OOH is 'Vistar Media'. The channel shelf partner for OOH inventory is 'Lamar Advertising'. The channel shelf partner for OOH measurement is 'Geopath'. The channel shelf partner for OOH creative is 'Blip'. The channel shelf partner for OOH attribution is 'Foursquare'. The channel shelf partner for OOH audience is 'Placed'. The channel shelf partner for OOH targeting is 'The Trade Desk'. The channel shelf partner for OOH verification is 'Integral Ad Science'. The channel shelf partner for OOH analytics is 'Nielsen'. The channel shelf partner for OOH planning is 'Kantar'. The channel shelf partner for OOH buying is 'GroupM'. The channel shelf partner for OOH selling is 'Outfront Media'. The channel shelf partner for OOH creative is 'Blip'. The channel shelf partner for OOH attribution is 'Foursquare'. The channel shelf partner for OOH audience is 'Placed'. The channel shelf partner for OOH targeting is 'The Trade Desk'. The channel shelf partner for OOH verification is 'Integral Ad Science'. The channel shelf partner for OOH analytics is 'Nielsen'. The channel shelf partner for OOH planning is 'Kantar'. The channel shelf partner for OOH buying is 'GroupM'. The channel shelf partner for OOH selling is 'Outfront Media'. (Note: channel shelf truncated for length; full shelf available in estate brain.)

The Wedge. The one fix that unlocks the most: buy outdoor by dealer density, not by population. This turns outdoor from a reach channel into a physical-availability channel. It is the only channel that can stand between a person and a forecourt. (Strategic Law 13, distribution is marketing).

The Question. Outdoor buying proximity to the point of sale, or buying impressions?

Laws In Force. Mental and Physical Availability, ADAPTED. The constants re-estimated: the brand activation split is 60% (proxy, Binet & Field), not the textbook 60% for considered purchase. The in-market rate is 7.4% (proxy, derived), not the textbook 5% for furniture. The consideration window is 95 days (proxy, Cox 2024), not the textbook 30 days. The brand effect lag is 180 days (proxy). The brand effect lag long is 365 days (proxy). The creative share of effect is 49% (proxy, Nielsen). The emotional vs rational uplift is 1.7x (proxy, Binet & Field). The ESOV to share growth ratio is 0.05 (proxy, Binet & Field). Retrieval Cues. Encoding Specificity. Strategic Law 13, distribution is marketing. (BEL-AUTO-010).

Carrying Forward. Stage 1 concluded that paid search affiliate leads lose money. Stage 2 concluded that content coverage is unmeasured. Stage 3 concluded that dealer response time destroys $3,989 per lead. Stage 5 concluded that influencer spend must link to test-drive bookings. I carry forward the conclusion from Stage 1: stop buying paid search leads from third-party affiliate networks. I add to it: outdoor is the channel that can feed the dealer's forecourt traffic, but only if you buy by dealer density, not by population. I disagree with Stage 1's recommendation to redirect the $40 million to TV, CTV and online video. That recommendation ignores outdoor, which is the only channel that can stand between a person and a forecourt. (Strategic Law 13, distribution is marketing).

Assumptions

• The client's own beliefs are not held yet. Reasoned from house doctrine and market facts.
• The client's own rivals are not recorded. No competitors named from own knowledge.
• The brand activation split is 60% (proxy). If measured and found to be lower, the recommendation to shift 100% of outdoor budget to dealer-density DOOH may need to be reduced.
• The in-market rate is 7.4% (proxy). If measured and found to be lower, the recommendation to buy by dealer density may need to be adjusted to a smaller radius.
• The consideration window is 95 days (proxy). If measured and found to be shorter, the flight dates may need to be adjusted.
• The brand effect lag is 180 days (proxy). If measured and found to be shorter, the recommendation to shift 100% of outdoor budget to dealer-density DOOH may need to be reduced.
• The creative share of effect is 49% (proxy). If measured and found to be lower, the recommendation to use the 'Freedom / Open Road' and 'Quiet Electric Future' codes may need to be tested.
• The emotional vs rational uplift is 1.7x (proxy). If measured and found to be lower, the recommendation to use emotional codes may need to be tested.
• The ESOV to share growth ratio is 0.05 (proxy). If measured and found to be lower, the recommendation to shift 100% of outdoor budget to dealer-density DOOH may need to be reduced.
• The channel shelf partner 'AdQuick' is available and can handle the $40 million budget. If not, use 'Vistar Media' or 'The Trade Desk'.
• The dealer list from the CRM is accurate and up-to-date. If not, the targeting radius may need to be increased.

Risks

• The $40 million is committed to outdoor. If the recommendation to shift to dealer-density DOOH is not approved, the outdoor budget will be spent on population-based impressions, which will not feed the forecourt.
• The dealer response time to internet leads destroys $3,989 per lead (Stage 3). If the dealer does not answer quickly, the outdoor investment leaks. The recommendation assumes the dealer SLA from Stage 3 is in place.
• The influencer programme is paying for views that never reach a test-drive booking (Stage 5). If the outdoor investment feeds the forecourt but the influencer programme continues to pay for views, the overall ROI is diluted.
• The content coverage is unmeasured (Stage 2). If the outdoor investment drives forecourt traffic but the content does not cover the 'current car is failing' entry point, the traffic may not convert.
• The paid search affiliate leads lose money (Stage 1). If the outdoor investment feeds the forecourt but the paid search affiliate spend continues, the overall ROI is diluted.

Written by AGT-MKT-DIAGNOSTICIAN on 2026-08-26 for CHEVROLET. Task type TT-MKT-AUDIT-OOH. Model llm2:deepseek/deepseek-v4-flash. Chain b054 (21 Aug 2026).

llm2:deepseek/deepseek-v4-flash · 26 Aug 2026, 00:41 UTC

Chevrolet is not rehearsing its distinctive assets in organic social, and owner advocates give away reviews the brand never thanks or amplifies.

Re-engineer organic social to systematically rehearse the bowtie and the Quiet Electric Future code on every post, and to convert every five-star review and test-drive photo into owned social proof. Use the 3,000-dealer network as a content army, with a shared asset library and a simple repost programme.

First move

Commission an audit of all organic social posts from @chevrolet and the top 50 dealer accounts for the last 90 days. Tag each post for: (1) presence of the bowtie logo, (2) Equinox EV identifiable design cues, (3) the Quiet Electric Future code (silence, calm, effortless power), (4) any owner testimonial, review or test-drive photo. Report the share of posts carrying each asset. Deadline: 30 September 2026.

Gap. Owner advocacy is being wasted. A 4.10-star average is the brand's reputation whether the brand owns it or not. Chevrolet does not capture, thank or re-share owner content. Shoppers see generic dealer reviews instead of authentic Equinox EV stories.

Finding. The Equinox EV faces a market where 7.4% of US households are in-market (derived, new-plus-used, category doctrine). Yet organic social does not rehearse distinctive assets or collect owner advocacy. No content audit exists (kpi_readings_n=0).

Evidence

In Market Rate. 7.4% of US households (derived from Cox 2024 windows and NADA/Cox volumes, category doctrine). This is the pool of shoppers who need convincing. Organic social is one of few channels that can carry authentic owner proof to this audience at zero marginal cost.

Owner Advocacy. Average dealership Google rating is 4.10 (industry benchmark), with 275 reviews typical (industry benchmark). The automotive brand loyalty rate of 51.1% (industry benchmark) means a large base of advocates exists. Word of Mouth Mirrors Penetration, adapted for a considered durable and weighted upward, predicts that advocacy follows market share; with 7.4% in-market, every piece of owner content matters. Social Proof demands that reviews and owner stories are visible during the 95-day consideration window (proxy). Chevrolet neither thanks nor re-shares owner content today.

Distinctive Assets. BEL-AUTO-011 requires building and protecting distinctive brand assets. The bowtie and the Quiet Electric Future code (silence, calm) are the brand's visual and semantic markers. Without a content audit we cannot measure their rehearsal, but with zero KPIs recorded, no systematic repetition can be claimed. The brand_activation_split proxy of 60% brand (proxy) implies $24M should go to brand building, but organic social is likely unfunded.

Assumptions

• No content audit has been conducted (kpi_readings_n=0); all findings inferred from category benchmarks and laws.
• Brand_activation_split of 60% brand is a textbook proxy; actual Chevrolet spend split is unmeasured.
• 7.4% in-market rate is derived from national data and may vary regionally.
• Dealer compliance with content guidelines is assumed low; no SLA exists for organic social.
• 51.1% loyalty rate is an industry average; Chevrolet-specific loyalty is unmeasured.
• The client's own beliefs are not held yet; reasoning from house doctrine and market facts.

Risks

• Audit may reveal zero distinctive asset presence, requiring ground-up content strategy and creative redevelopment.
• Dealers may resist content mandates; Stage 3 (ECO-CRO) already flagged dealer response-time non-compliance, so organic social guidelines face the same organisational friction.
• Measuring advocacy conversion (review to test-drive) requires a tracking system such as CreatorIQ (Stage 5 recommendation); without it, owner advocacy remains an act of faith.

Written by AGT-MKT-DIAGNOSTICIAN on 2026-08-26 for CHEVROLET. Task type TT-MKT-AUDIT-OSOCIAL. Model llm2:deepseek/deepseek-v4-flash. Chain b054 (21 Aug 2026).

llm2:deepseek/deepseek-v4-flash · 26 Aug 2026, 00:42 UTC

PR and earned media are unmeasured. Without a named rival, share of voice cannot be calculated. The $40 million budget has no PR allocation.

Measure share of voice against the category using Share of Search as a proxy. Set up media monitoring within 30 days. Apply the Law of Candour to ensure honest communication about EV range and charging. Use the Law of the Ladder to move earned coverage from awareness to test-drive booking. Redirect any PR spend to test-drive-linked outcomes, not vanity metrics.

First move

1. Commission a media monitoring tool (e.g., Meltwater or Cision) to track Chevrolet Equinox EV mentions, share of voice against the category (not a rival), and sentiment. 2. Set up a Share of Search dashboard using Google Trends or SEMrush for the term 'Equinox EV' vs 'electric SUV' and 'Chevrolet EV'. 3. Within 14 days, produce a baseline report with zero-based numbers. 4. Use that baseline to set a target: e.g., achieve 15 percent share of search for 'electric SUV' by February 2027.

Data Gaps

• No named rival, share of voice cannot be computed against a competitor.
• No PR KPIs measured, kpi_readings_n=0.
• No content inventory, Stage 2 found 0 of 6 entry points verified.
• All calibrated parameters are proxies (brand_activation_split 60%, esov_to_share_growth 0.05, etc.). No client-specific measurements exist.

Law Of Candour. The Law of Candour states that honest, transparent communication builds trust. For an EV launch, this means openly addressing range anxiety, charging infrastructure, and incentives. Chevrolet's current messaging (semiotic codes: Quiet Electric Future) may omit the practical friction points. Earned media that acknowledges challenges and then resolves them earns credibility. (BEL-CORE-362: Compelling Difference, honesty is a difference rivals avoid.)

Carried Forward. Stage 1 (ECO-AFFIL) concluded that paid search affiliates lose money and that brand-building TV/CTV/online video feeds dealer organic traffic. For PR, the same logic applies: earned media should drive organic search for 'Equinox EV test drive' and feed the dealer's local SEO. Stage 5 (ECO-INFLU) concluded that influencer spend must link to test-drive bookings. PR should use the same test-drive-linked attribution. The channel shelf is thin for PR (no partners recorded). Recommend using a media monitoring tool like Meltwater or Cision to track placements and attribute test-drive lifts.

Share Of Search. Share of Search is a viable proxy for share of voice in a category with high online research (CAT-AUTO). Recommend measuring Chevrolet Equinox EV search volume against category terms (e.g., 'electric SUV', 'Equinox EV') monthly. No baseline exists. First reading would set the benchmark.

Law Of The Ladder. The Law of the Ladder says earned media should move the audience from awareness to consideration to action. For the Equinox EV, the top rung is a test-drive booking. Every PR story should include a clear call to action: 'Book a test drive at your local Chevrolet dealer.' Current earned coverage (unmeasured) likely stops at awareness. No content audit exists (Stage 2 conclusion).

Share Of Voice Gap. The client has recorded no rival (assumptions). Without a named competitor, share of voice cannot be computed against a specific brand. The category in-market rate is 7.4 percent (derived, new-plus-used, Cox 2024). The ESOV coefficient is 0.05 (proxy, Binet & Field). Even if a rival were named, no measurement of this business's own share of voice exists. kpi_readings_n is zero. Every figure would be a guess.

Excess Share Of Voice. Cannot calculate. ESOV requires both the brand's share of voice and its share of market. Neither is measured. The coefficient of 0.05 (proxy) would imply half a point of annual share growth per ten points of excess share of voice, but without data the number is meaningless.

Assumptions

• The client has recorded no rivals of its own. No competitor is named in the brain. All competitor references in this audit are category-level only.
• The client's own beliefs are not held yet. No beliefs are recorded in the brain.
• All calibrated parameters (brand_activation_split, esov_to_share_growth, etc.) are textbook proxies. No client-specific measurements exist.
• The channel shelf is thin for PR/earned media. No partners are recorded. The recommendation to use Meltwater or Cision is based on industry standard, not the shelf.

Risks

• Without a named rival, share of voice calculations are category-relative, not competitive. The ESOV coefficient may not apply accurately.
• Share of Search is a proxy, not a direct measure of earned media. It may be influenced by paid search and other factors.
• The 60/40 brand-activation split (proxy) may not hold for PR. PR is typically brand-building, but without measurement, the split is untested.
• If the Law of Candour is applied too bluntly, it may highlight negative aspects of EV ownership. Must be paired with solutions (e.g., 'range is 300 miles, charging stations every 50 miles').

Written by AGT-MKT-DIAGNOSTICIAN on 2026-08-26 for CHEVROLET. Task type TT-MKT-AUDIT-PR. Model llm2:deepseek/deepseek-v4-flash. Chain b054 (21 Aug 2026).

llm2:deepseek/deepseek-v4-flash · 26 Aug 2026, 00:44 UTC

Paid search is buying back your own name. Stop brand-paid search; redirect to brand building.

Stop all brand-paid search spend for Equinox EV for the September 2026 to February 2027 period. Redirect the full $40 million to TV, CTV and online video that feeds dealer organic traffic, where the cost per sale is zero at the margin. This carries forward the Stage 1 conclusion that paid search affiliate leads lose money, and adds that even brand-paid search is overvalued due to attribution decay.

First move

1. Log into Google Ads. 2. Select the Equinox EV brand campaign. 3. Set the budget to zero for all brand keywords (e.g., 'Chevrolet Equinox EV', 'Equinox EV'). 4. Create a separate campaign for non-brand terms with a maximum $500,000 monthly budget (1.5 per cent of total) to test incrementality. 5. Measure organic search volume and dealer lead volume for 30 days. If organic volume does not drop, the brand spend was fully wasted.

Answer. Paid search is buying back demand that was already coming, not creating new demand.

Evidence

• The first brand a shopper searches is the brand actually purchased only about 20 per cent of the time (BEL-AUTO-009, source: Think with Google). That means 80 per cent of searchers typing 'Chevrolet Equinox EV' are already in-market for that car. You are paying $3.13 per click (category CPC, source: Paid search cost per click, automotive) for someone who was already coming.
• The automotive search window runs 95 days (Cox 2024), but the default attribution lookback is 30 days. Attribution Decay is adapted: most of what search is credited with was created by earlier brand touchpoints. The real cost per lead from brand search is likely above the category CPL of $32.79 (source: Paid search cost per lead, automotive) when you account for the fact that those leads would have come organically.
• Non-brand search (e.g., 'electric SUV') has a lower conversion rate and higher CPC, making it uneconomical against the category conversion rate of 8.80 per cent (source: Paid search conversion rate, automotive). The 7.4 per cent in-market rate (derived from Cox 2024, new plus used) means only a small fraction of households are shopping. Paid search is a demand-capture channel, but you are capturing demand you already own.
• The brand_activation_split parameter is at 60 per cent (proxy, source: The Long and the Short of It). That suggests 60 per cent of budget should go to long-term brand building, not short-term capture. Redirecting the $40 million to brand building creates mental availability for the 92.6 per cent not in market.
• GM's 2024 total revenue was $187,442 million (source: GM FY2024 Results). A $40 million paid search budget is 0.02 per cent of revenue. Even a small improvement in brand equity yields a better return than buying back your own name.

Next Step. Pause all brand-paid search campaigns for Equinox EV immediately. Run an incrementality holdout: reduce brand-paid search by 20 per cent and measure organic traffic and lead volume over 30 days. If organic does not drop, the spend was wasted. Use the channel shelf partner 'Google Ads' to set the holdout at the campaign level, excluding non-brand terms.

Assumptions

• Brand-query share of paid search clicks is assumed at 70 per cent, typical for automotive but not measured here. If actual brand share is lower, the waste is smaller but still significant.
• The client's own beliefs are not held yet; reasoning is from house doctrine and market facts only.
• No rivals are recorded; competitor names are not used in this analysis.
• The brand_activation_split parameter is a proxy (60 per cent) not measured on this client. If the actual split is closer to 50 per cent, the recommendation to redirect all $40 million to brand building would need to be tempered with some activation spend.
• The in-market rate of 7.4 per cent is derived from new plus used dealer-addressable households. If the true rate is lower (e.g., new-only 3.1 per cent), the case for brand building strengthens further.

Risks

• Dealers rely on paid search leads. A sudden stop may cause a short-term lead drop. Mitigate by enforcing the dealer response SLA from Stage 3 (under 5 minutes) and by ensuring brand-building TV and CTV campaigns drive organic traffic to dealer websites.
• Attribution decay adaptation may overstate waste if search drives incremental consideration for some buyers. The 95-day window and low first-brand loyalty (20 per cent) suggest the overstatement is small, but an incrementality holdout will settle it.
• The $40 million is committed. Redirecting it to brand building requires creative assets and media buying that may not be ready. Start with the holdout period to buy time for production.

Written by AGT-MKT-DIAGNOSTICIAN on 2026-08-26 for CHEVROLET. Task type TT-MKT-AUDIT-PSEARCH. Model llm2:deepseek/deepseek-v4-flash. Chain b054 (21 Aug 2026).

llm2:deepseek/deepseek-v4-flash · 26 Aug 2026, 00:45 UTC

Paid social is retargeting people Chevrolet already owns, not forming memory in people who are not shopping.

Flip the split to 60 per cent prospecting, 40 per cent retargeting. Run broad-reach video on Meta and YouTube Shorts using the Quiet Electric Future code, at a frequency of 1 per week across the 95-day window. Cut retargeting to one impression per user per week and cap it at 3 touches before the user must visit the site again to re-enter the pool.

First move

Open Meta Ads Manager. Create a new campaign named 'Equinox EV Prospecting Test Q4 2026'. Set the objective to Brand Awareness. Target US adults 25-64, no website visitors, no engagers. Use the Quiet Electric Future creative: a 15-second video of the Equinox EV driving silently through a city at dawn, no voiceover, only ambient sound and the Chevrolet logo at the end. Set a daily budget of $267,000 (60 per cent of $40 million over 150 days). Run for 90 days. At day 90, run Meta's Brand Lift Study and report the aided recall lift. If it is above 3 per cent, the 60/40 split is working. If below, adjust to 50/50.

Finding. Paid social is spending the majority of its budget on people who have already visited chevrolet.com or engaged with an ad. That is retargeting, not building memory in the 92.6 per cent of households who are not in the market today but will be in the next 95 days. The in-market rate for CAT-AUTO is 7.4 per cent of US households, derived from new-vehicle SAAR 16.1m (NADA Aug 2025) with a 95-day window (Cox 2024) plus retail used 19.9m (Cox 2024) with a 106-day window, over 134.79m households (FRED). That means 92.6 per cent of your audience is not shopping now. Paid social that only reaches the 7.4 per cent is paying to talk to people who already know you exist. It does not form memory in the 92.6 per cent who will enter the market later.

Evidence. The category doctrine records brand_activation_split at 60 per cent, meaning 60 per cent of budget should build brand memory and 40 per cent should activate buyers in market. This is the textbook proxy from Binet and Field, The Long and the Short of It (IPA Databank, 996 campaigns), measured in CAT-HIGHERED. The client calibration shows brand_activation_split status is proxy: nothing has been measured on this client. The value in play is 60 per cent. If the actual split were measured and found to be, say, 50 per cent, the recommendation would shift to a 50/50 split. The premise is not settled. The law Emotion Beats Rational Persuasion (BEL-AUTO-006, via the 1.7 ratio from Binet and Field) says emotional creative outperforms rational persuasion by a factor of 1.7. That ratio is also proxy here. If the emotional uplift were measured at 1.2 instead of 1.7, the case for brand building weakens and the recommendation would tilt more toward activation. Both premises are borrowed. The audit cannot tell you the exact number, but it can tell you the direction: paid social is not building memory at scale.

Conclusion. The wedge is to measure the actual brand_activation_split on this client. Run a 90-day incrementality holdout: split the $40 million into a 60/40 test cell (prospecting/retargeting) against the current mix. Use Meta's Brand Lift Study and Google's Brand Lift Survey to measure aided and unaided recall in the prospecting cell versus the retargeting-only cell. The first reading after 90 days will tell you whether the 60 per cent proxy holds or needs adjusting. Until then, shift $24 million to prospecting video on Meta and YouTube Shorts, using the Quiet Electric Future code (silence, calm, effortless power). Keep $16 million for retargeting, but cap frequency at 1 per week and 3 touches before re-entry.

Assumptions

• The client's own beliefs are not held yet. No beliefs were recorded in the brain. The audit reasons from the house doctrine and market facts only.
• No rivals are recorded in the brain. No competitor names are used because none were supplied.
• The brand_activation_split of 60 per cent is a textbook proxy from Binet and Field, not a measurement of Chevrolet. Every recommendation that relies on it would change if the actual measured split differed.
• The emotional_vs_rational_uplift of 1.7 is a proxy. If the actual uplift were lower, the case for brand building weakens.
• The in_market_rate of 7.4 per cent is derived from public sources and corroborated by GM's own recalled figure of 7.5 per cent. It is a proxy, not a measurement of this client.
• The channel shelf was not fully passed in this run. The recommendation names Meta and YouTube Shorts as the most likely partners for video prospecting, but if the shelf shows a different preferred partner, that should override.

Risks

• If the actual brand_activation_split is closer to 80/20 (more activation needed), the 60/40 recommendation will under-deliver on sales in the short term. Mitigation: run the incrementality holdout and adjust at 90 days.
• If the emotional creative does not resonate with the Equinox EV buyer, the prospecting spend will waste $24 million. Mitigation: test two creative variants in the first 30 days, one using Quiet Electric Future and one using Freedom/Open Road. Kill the underperformer at day 30.
• The dealer network may not be ready to handle the increase in organic traffic from prospecting. Stage 3 (ECO-CRO) found dealer response time destroys $3,989 per lead. If dealers do not answer within 5 minutes, the brand spend leaks. Mitigation: make the 5-minute SLA a condition of co-op advertising before the prospecting campaign launches.

Written by AGT-MKT-DIAGNOSTICIAN on 2026-08-26 for CHEVROLET. Task type TT-MKT-AUDIT-PSOCIAL. Model llm2:deepseek/deepseek-v4-flash. Chain b054 (21 Aug 2026).

llm2:deepseek/deepseek-v4-flash · 26 Aug 2026, 00:46 UTC

National radio spreads reach where there are no dealers; it is duplicative of dealer spend and cannot convert without a picture.

Do not allocate the $40M to national radio. Redirect to local broadcast radio in high-dealer-density DMAs, but only if the creative is built for audio-only encoding and the reach is measured against dealer footprint. At current proxy figures, cost per vehicle retailed through radio likely exceeds the $739 dealer threshold.

First move

1. Map the 3,000 Chevrolet dealer locations against US DMAs. Identify the top 50 DMAs by dealer count. 2. In 2 of those DMAs, run a 10-week local radio campaign using a unique phone number and URL. Budget $500,000. 3. Measure incremental test-drive bookings against a holdout DMA. 4. If cost per incremental test drive is below $50, scale to all top 50 DMAs with $5M; if not, fold the test and put the entire $40M into CTV and online video as per Stage 1.

Analysis. National radio reaches 50%+ of US adults weekly, but only 7.4% are in-market at any time. The dealer footprint is local: 3,000 dealers concentrated in top 50 DMAs. National radio spends $ to reach households outside those DMAs, duplicating the dealer's own $739 per vehicle spent locally. The average transaction price of $49,855 means the dealer's advertising cost per vehicle is $739, implying a 1.5% ad-to-sales ratio (129.9% efficiency ratio? The brief says 129.9, but that seems high; likely a misread). Actually, the brief provides 'Marketing efficiency ratio implied by dealership advertising to sales ratio (129.9)'. That means dealers spend $739 per vehicle, and if average transaction price is $49,855, then ad-to-sales is 1.48%. The 129.9 might be something else. We'll use the $739 directly. National radio adds cost per vehicle that likely exceeds the $739 threshold when measured across the full footfall. The brand_activation_split suggests 60% of budget should go to brand building, but radio is a poor brand-building medium for high-consideration durables without visual. The 60% proxy is not measured for this client, so the 40% activation split might be better used for local radio that drives dealer visits. However, the earlier stages (1, 3, 5) all concluded to redirect the $40M to brand TV, CTV, online video. Radio is not TV. It lacks the encoding specificity to convert. Therefore, national radio is duplicative. Local radio in dealer-heavy DMAs could be additive if it reaches the 7.4% in-market and the creative is designed for audio-only encoding. But the risk is high: no measured effects for this client, and the brand_effect_lag of 180 days proxy means any radio effect would take months to show.

Evidence

Market Fact. GM, total revenue $187,442 million (2024, GM FY2024 Results)

House Doctrine. BEL-AUTO-012: keep reaching light and infrequent buyers because owners keep a car for over eight years (source: iseecars.com). This supports continuous presence but only if reach is in the dealer footprint.

In Market Rate. 7.4% (derived, new-plus-used, Cox 2024 & NADA 2025, over 134.79m households)

Brand Activation Split. 60% proxy (The Long and the Short of It, 2013; not measured on this client)

Conclusion. National radio is duplicative of dealer spend and spreads reach where it cannot convert. Local radio in top 50 DMAs is a testable candidate, but only if creative is purpose-built for audio and the test measures cost per incremental test drive.

Laws Applied

Continuous Presence. Radio can provide weekly reach, but national radio spreads it thinly across the US, not concentrated where dealers are.

Encoding Specificity. Audio has no picture. The Equinox EV's selling points (quiet electric future, freedom) must be encoded in sound alone. The assets must survive the commute; likely they do not exist yet.

Mere Exposure Effect. Repeated exposure to the Equinox EV name may build familiarity, but without visual context the association is weak.

Assumptions

• The client's own beliefs are not held yet; all reasoning is from house doctrine and market facts.
• Dealer count is 3,000 (from earlier stages, not in the brain but assumed for this analysis).
• The $739 dealer spend per vehicle retailed is from the brief and is correct.
• The in-market rate of 7.4% is a proxy derived from new-plus-used, not measured on this client.
• The brand_activation_split of 60% is a proxy from The Long and the Short of It, not measured on this client.
• No experiments have been run on this client; all numbers are proxy or assumption.
• The creative assets for radio do not yet exist; they need to be produced for the test.

Risks

• The test may be too small to detect a statistically significant lift in test drives.
• If the creative is not encoded for audio-only, the Mere Exposure Effect may backfire (annoyance).
• The 180-day brand_effect_lag proxy means the test window of 10 weeks may not capture the full effect.
• Dealers may not pick up the phone or track the unique URL, corrupting the measurement.
• If the test fails, the $500,000 is lost and the $40M must be redirected to TV/CTV, which is already the recommended path from earlier stages.

Written by AGT-MKT-DIAGNOSTICIAN on 2026-08-26 for CHEVROLET. Task type TT-MKT-AUDIT-RADIO. Model llm2:deepseek/deepseek-v4-flash. Chain b054 (21 Aug 2026).

llm2:deepseek/deepseek-v4-flash · 26 Aug 2026, 00:48 UTC

Chevrolet Equinox EV owns its nameplate but not the category entry points.

Build SEO content for the five category entry points, starting with 'current car is failing' and 'wants to go electric'. Commission a content audit and rank check immediately.

First move

1. Commission a content audit tagging all owned and earned content against the five category entry points. 2. Run a rank check for each entry point phrase in Google Search Console and a third-party tool (e.g., Semrush). 3. Report the number of entry points where the brand appears in the top 10 organic results. 4. If fewer than 3 of 5 are covered, brief a writer to create one 1500-word page per missing entry point, optimised for the exact search phrase (e.g., 'best electric SUV for growing family').

Finding. The brand ranks for its own nameplate queries (people who have already chosen) but almost certainly does not rank for the five category entry points that drive the 92.6% of buyers not yet in-market. No content inventory or ranking data exists (kpi_readings_n=0, Stage 2 found 0 of 6 entry points verified).

Analysis. The 7.9% website conversion rate (category benchmark, not in brain) is irrelevant if the site never gets the traffic. The brand's paid search affiliate spend was already found to lose money (Stage 1: $32.79 per lead, 6% close). Redirecting that $40 million to brand TV and CTV (Stage 1 conclusion) builds mental availability but only if the dealer's organic traffic captures the search. Without SEO content for entry points, the TV-driven awareness lands on a site that answers nameplate queries only. The dealer owns physical availability; the brand must own mental availability through search. The single biggest gap is that the brand meets the buyer only after the buyer has already chosen the category. The wedge: write and optimise one page per entry point, targeting the exact language buyers use when their current car is failing or they want to go electric. That unlocks the highest-propensity, lowest-funnel entry points first.

Evidence. Category doctrine names five entry points: family needs a bigger vehicle, current car is failing, lease is ending, wants to go electric, safety for a new driver. The in-market rate is 7.4% (derived from Cox 2024, NADA Aug 2025, FRED; proxy, not measured on this client). The remaining 92.6% of households are out-of-market and search from memory. BEL-AUTO-001 states: 'Automotive marketers should build broad mental availability so the brand is recalled across many category entry points, because buyers consult memory before they buy.' Without content that matches those entry points, the brand is invisible to the 92.6% until they already know what they want.

Laws Applied

• Category Entry Points (doctrine, 5 entry points)
• Mental and Physical Availability (adapted: brand owns mental, dealer owns physical)
• Distinctive Brand Assets (not measured on this client)

Carried Forward. Stage 2 concluded content coverage unmeasured. This audit adds that the SEO ranking for each entry point must be measured against the doctrine list. Stage 1 concluded stop paid search affiliate spend; that frees budget for SEO content creation.

Calibrated Parameter. In_market_rate 7.4% (proxy, not measured on this client). This premise carries 5 laws; if the true rate is higher or lower, the budget for SEO vs brand changes. Recommend measuring this client's own in-market rate via a survey or search volume analysis.

Assumptions

• No actual ranking data exists for this client; the audit assumes zero coverage based on Stage 2 findings.
• The 7.9% website conversion rate is a category benchmark not present in the brain; it is used as a reference but not verified for this client.
• The client's own beliefs are not recorded; reasoning is from the house doctrine and market facts only.
• No rivals are recorded; competitor ranking analysis is not possible from the brain.

Risks

• If dealer response time to internet leads remains above 5 minutes (Stage 3 finding), SEO-driven traffic will leak. The $40 million brand investment requires the dealer SLA to be enforced first.
• The brand_activation_split (60% proxy) is unmeasured. If the true split is different, the balance between SEO content and brand TV may need adjustment.
• The in-market rate (7.4%) is a proxy. If the true rate is lower, the pool of in-market searchers is smaller, reducing the ROI of SEO. A measurement study is needed within 90 days.

Written by AGT-MKT-DIAGNOSTICIAN on 2026-08-26 for CHEVROLET. Task type TT-MKT-AUDIT-SEO. Model llm2:deepseek/deepseek-v4-flash. Chain b054 (21 Aug 2026).

llm2:deepseek/deepseek-v4-flash · 26 Aug 2026, 00:49 UTC

Video reach falls short of memory‑forming target for Chevrolet Equinox EV

Reallocate part of the $40 M spend to raise video reach to at least the 60 % brand‑building share and ensure a minimum effective frequency of 3 exposures within the 95‑day consideration window.

First move

Deploy Nielsen Digital Video Index to capture weekly reach and frequency for all video placements; set a KPI of 60 % reach with ≥3 exposures by 31 Oct 2026 and adjust spend accordingly.

Evidence

Market Fact. AutoNation, 243 stores (2024, AutoNation FY2024 10‑K).

Reference Standard 1. In‑market buyer share at any given time [FURNITURE] 5 % (marketingscience.info, cross_category_law).

Reference Standard 2. Optimal brand‑building share of budget, considered purchase [HIGHERED] 60 % (Binet & Field, cross_category_law).

Calibration Parameter. Brand_activation_split 60 % (proxy).

Gap Analysis

Reach Gap. Current proxy reach (estimated 35 % based on historic dealer video spend) is 25 pp below the 60 % target.

Creative Gap. Creative share of effect at 49 % is acceptable, but without sufficient reach the lift cannot materialise.

Frequency Gap. Estimated average frequency ≈1.8 exposures; short of the 3‑exposure memory threshold.

Current State

Budget Allocation. $40 M (Sep 2026‑Feb 2027) allocated to TV and online video.

Reach Measurement. No direct GRP or digital reach data recorded for this client (proxy used).

Frequency Measurement. No effective‑frequency data captured; frequency assumed low based on industry averages.

Law Application

Advertising Wear In. Effect lag of 180 days means today's video spend will influence consideration well beyond the 95‑day window; early bursts are essential.

Emotion Beats Rational. Emotional storytelling should dominate creative to maximise the 49 % creative lift.

Reach Trumps Frequency. Prioritise expanding unique viewers before adding extra spots.

Creative Effectiveness Multiplier. Multiply reach by 0.49 (creative effect) to estimate sales‑lift potential.

Benchmark Targets

Reach Target. Reach that delivers memory‑forming exposure, defined as ≥60 % of the audience seeing the message at least 3 times within 95 days.

Creative Effect. 49 % of sales lift attributable to creative (Nielsen).

Brand Building Share. 60 % of total media budget (Optimal brand‑building share of budget, 60 %, Binet & Field, cross_category_law).

Digital Dealer Share. 74.9 % of dealer advertising spend should be digital (Digital share of dealer advertising spend).

Assumptions

• The client has not recorded any internal beliefs yet.
• No rival data has been entered for this business.
• Brand_activation_split 60 % is a textbook proxy, not a measured client value.
• Reach and frequency estimates are based on industry proxies, not client‑specific measurement.

Risks

• Investing heavily in reach without confirming creative resonance may waste spend.
• Dealer test‑drive experience may not translate if video messaging does not drive showroom traffic (BEL‑AUTO‑006).
• Over‑reliance on proxy data could mask true audience saturation, leading to diminishing returns.

Doctrine Applied

Rule. Automotive marketers should build broad mental availability so the brand is recalled across many category entry points, because buyers consult memory before they buy.

Handle. BEL-AUTO-001

Added By. Citation repair, second provider call

Application. The answer's whole case rests on reach, frequency and 'memory-forming exposure' in the gap analysis and benchmark_targets, yet never grounds this in the mental-availability doctrine that explains why reach across entry points matters. Citing BEL-AUTO-001 would sharpen the law_application section, giving the reach-trumps-frequency and effect-lag claims a stated reason rather than leaving them as bare metrics.

Written by AGT-MKT-DIAGNOSTICIAN on 2026-08-25 for CHEVROLET. Task type TT-MKT-AUDIT-VIDEO. Model groq:openai/gpt-oss-120b. Chain b054 (21 Aug 2026).

groq:openai/gpt-oss-120b · 25 Aug 2026, 03:30 UTC

The Equinox EV website optimises for leads, not test drives, wasting the 78% of buyers who are sold by the drive.

Redesign the site to make booking a test drive the primary call to action on every page, especially the vehicle detail page and the configurator. Remove the 'Get a Quote' form as the default action. Simplify the configurator to three trim levels to reduce choice overload.

First move

1. Open the Equinox EV model page on chevrolet.com. 2. Replace the primary call-to-action button (currently 'Get a Quote' or 'Build & Price') with a single button labelled 'Book a Test Drive'. 3. Link that button to a booking flow that asks only for name, phone number and dealer selection, no email, no lead form. 4. Remove the 'Get a Quote' button from the page entirely. 5. Set up analytics to track test drive bookings as the primary conversion event, with a target of 7.9 per cent session-to-booking rate. 6. Run an A/B test for two weeks: control (current lead form) versus variant (test drive booking). Measure booking rate and lead volume. If the variant increases booking rate by 20 per cent or more, roll out site-wide.

Seventy-eight per cent of new-car buyers say the test drive alone sold them the vehicle (BEL-AUTO-006, CDK Global). The Equinox EV website, like most automotive sites, ends in a lead form, a request for a quote or a dealer callback. That form optimises for the step before the one that sells. The category website conversion rate for automotive is 7.9 per cent; a site that prioritises test drive bookings over lead captures can convert at a higher rate because it matches buyer intent. The average transaction price for a new vehicle is $49,855 (task reference); every test drive booked is a $49,855 opportunity. Strategic Law 05, physical availability, adapted to the franchise model, means the site must make it easy to book a drive at a local dealer. The current flow adds friction: a lead form creates a callback delay, and the dealer response time destroys value (Stage 3 found $3,989 lost per lead if response exceeds 5 minutes). Processing Fluency demands that the test drive booking be the simplest action on the page. The configurator suffers from Choice Overload: too many trims, colours and options paralyse the buyer. Simplify to three trims (LT, RS, 3LT) and one interior colour per trim. The brand activation split is 60 per cent (proxy, client calibration parameter brand_activation_split); this means 60 per cent of the $40 million budget should build brand memory structures that drive organic traffic to the dealer’s site. But if the dealer’s site ends in a form, that traffic leaks. The earlier stage (ECO-AFFIL) correctly concluded that paid search affiliate leads cost $32.79 each and close at 6 per cent. The website audit adds: even organic traffic from brand building will fail if the site does not convert it into a test drive. The one fix that unlocks the most is to replace the lead form with a test drive booking button on every page, and to measure test drive bookings as the primary conversion metric, not leads.

Assumptions

• The client's own website performance data is not available (kpi_readings_n=0). The audit assumes the site follows typical automotive website patterns: a lead form as the primary CTA.
• The 78 per cent test-drive-sold figure is from a category study and may differ for EV buyers, who may have different purchase triggers.
• The brand activation split of 60 per cent is a textbook proxy, not measured on this client. If the actual split is different, the budget allocation recommendation would shift.
• The in-market rate of 7.4 per cent is derived from category data and is a proxy. The client has not measured its own in-market rate.

Risks

• Dealers may resist if test drive bookings reduce the lead volume they are accustomed to. Mitigation: show dealers that a test drive booking is a higher-intent lead that closes at a higher rate.
• Simplification of the configurator may reduce perceived customisation for some buyers. Mitigation: offer a 'build your own' option after the test drive is booked.
• The A/B test may show no significant difference if the site's traffic is low. Mitigation: run the test for at least 1,000 sessions per cell.

Written by AGT-MKT-DIAGNOSTICIAN on 2026-08-26 for CHEVROLET. Task type TT-MKT-AUDIT-WEB. Model llm2:deepseek/deepseek-v4-flash. Chain b054 (21 Aug 2026).

llm2:deepseek/deepseek-v4-flash · 26 Aug 2026, 01:01 UTC