Doubt Resolution Optimization for agentic commerce
You paid for the visit. Find out why they didn’t buy.
About 3 in 4 shopper doubts depend on something about the shopper, not just the product. That context is on no page, so neither your store nor the AI agent they ask can answer. StylePass brings it to every decision: in discovery, on the product page and in retargeting.
The public Doubt Index
Do stores answer shoppers and AI?
Real audits, names hidden · Nov 2, 2026
Doubt Index, all audited stores
| Store | Shopper | AI agent |
|---|---|---|
| Store 1Soccer specialist | 39Poor | 21Poor |
| Store 2Activewear | 35Poor | 32Poor |
1–2 of 10 stores
- Poor 0–39
- Fair 40–69
- Good 70–100
Avg 29/100. Most shopper doubts go unanswered.
Find your Doubt IndexQuestions shoppers ask
- “Wide feet with a bunion. Will these pinch?”
- “Room for thick socks?”
- “Does this grip on wet turf?”
- “How long is the break-in?”
- “Where does the hem land on 5′2″?”
- “Is the M like my usual M?”
- “Will this work for a beach wedding?”
- “See-through in daylight?”
01 · Where the money goes
About 97 in 100 visitors leave. AI agents pass. Nobody learns why.
1 · In discovery
50M, note 1
An estimated 50M shopping questions a day are asked in ChatGPT. About 93% of Google AI Mode searches end without a visit to any site. If your page has nothing to quote, the AI names someone else.
2 · On the product page
9 in 10, note 2
product views end without an add to cart, and about 97 in 100 visitors leave without buying. The click was paid for. The doubt was not answered.
3 · In retargeting
Same ad
Shoppers who leave are followed by an ad for the product they left, not an answer to what stopped them. You pay again.
1. Estimate: about 2% of ChatGPT’s ~2.5B daily prompts (Dataslayer, Dec 2025). Semrush, “Google AI Mode’s Early Adoption and SEO Impact” (opens in a new tab), Jul 2025: 92–94% of AI Mode sessions were zero-click, US desktop, May–Jul 2025. 2. Dynamic Yield benchmarks (opens in a new tab), Oct 2026: add-to-cart rate about 6% of product views; conversion rate about 2.7%.
02 · The finding
“Is this right for me?” Neither the page nor an AI agent can answer.
Under 1 in 10
Stores we’ve audited fully answer fewer than 1 in 10 of their shoppers’ doubts. In everyday shopping answers, AI assistants named neither store.
The most valuable data in commerce doesn’t exist yet. We’re creating it.
Our research03 · The next shift
Each era answered more. None knew the shopper.
SEO, CRO, AEO and GEO get your product found, shown and quoted. Each one answers more about the product. DRO, Doubt Resolution Optimization, adds what none of them can read: the shopper, their situation, and what an expert would weigh. It builds on the others. It doesn’t replace them.
Search era
SEO
Search Engine Optimization
Optimizes being found.
Interface era
CRO
Conversion Rate Optimization
Optimizes the page.
AI era
AEO / GEO
Answer and Generative Engine Optimization
Optimizes being quoted by AI.
Context era
DRO
Doubt Resolution Optimization
Adds context, so answers lead to decisions.
StylePass Atlas Relevant context, for better decisions.
See the platform04 · Proof
Measured on live stores. No forecasts.
1 · In discovery
0 of 126
AI answers to everyday shopping questions named a national apparel brand. Asked about it by name, the AI cited its own site in 13 of 14.
2 · On the product page
3 of 42
shopper doubts were fully answered on two of its polos. 14 partly, 25 not at all.
StylePass doubt audit of a national apparel brand, Oct 2026: five product pages, one AI assistant with web search, India. Name withheld.
05 · Research
We study why shoppers hesitate. For now, we share it privately.
Brands, researchers and investors can ask for our findings, or work on them with us.
06 · Your turn
Get your free Doubt Index Audit Report.
- Which questions do your pages never answer?
- Which products lose the most shoppers, and why?
- Does AI name you, or a competitor?
- What should you fix first?
Stores so far fully answer fewer than 1 in 10 doubts. AI named none.