Pricing Intelligence for AI shopping
Siftly Pricing Intelligence shows your relative price index (RPI) versus competitors in AI shopping answers, plus your value-hit ratio — the % of responses naming you 'best value'. See which products lose the shelf on price, not signal strength.
The Shift To AI Search Is Measurable
Buyers are already shopping through AI, and the demand is measurable. The trend has produced its own discipline — generative engine optimization — now documented by Search Engine Land, Forbes, and arXiv research.
Agentic commerce demand
According to Semrush (US, 2026), demand for 'agentic commerce' is at ~3,600 monthly searches and trending up.
ChatGPT shopping searches
'chatgpt shopping' draws ~1,300 monthly US searches (Semrush).
Google product guidance
Google publishes guidance on AI-features eligibility for product pages (Search Central).
Why AI Shopping Price Context Is An Urgent Signal
AI shopping is live demand
Americans run ~1,300 monthly searches for 'chatgpt shopping' and ~3,600 for 'agentic commerce' — buyers are asking assistants what to buy right now.
GEO is documented
Generative engine optimization is now documented across Search Engine Land, Forbes, Google's own search guidance, and peer-reviewed arXiv research.
Price context decides the answer
When the price context inside an AI answer decides which product gets recommended, visibility there is a material, present-tense signal — not a future consideration.
You're Optimizing Your AI Presence Without Knowing Your Price Position
Buyers already shop inside AI
Semrush logs ~3,600 US monthly searches for 'agentic commerce' and ~1,300 for 'chatgpt shopping' — demand that tracks a clear shift toward Google AI Mode and ChatGPT Search. That's the moment your product feed has to win.
You can't see your price position
You fund feed optimization and GEO content, but you still can't see the price context inside AI shopping answers. When a competitor gets recommended instead, you can't tell whether you're losing on a content gap or a price signal — and those need opposite fixes.
Scores leave you guessing
A ChatGPT shopping optimization tool that only returns a score leaves you guessing. You need to know whether you show up today, which competitors show up instead, and the specific action to take.
Siftly tracks visibility across 9 AI engines: ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews, Google AI Mode, Copilot, AI Shopping, and Groq.
Track, Optimize, and Measure Your AI Price Position
Track
Siftly runs the prompts real buyers ask these LLMs and reads the responses to see where your brand stands. In that same answer, it captures the competitor products and price positions surfaced alongside you — logging prompt, platform, rank, mention, citation, geography, and trends over time.
Optimize
Next it surfaces the price-position gaps and flags the SKUs losing the AI shelf on price. Then you act through feed and content fixes: AI Shopping Optimization rewrites product titles, descriptions, and metadata, corrects your Google Merchant and Manufacturer Center feeds, and tunes collection pages so the product becomes the AI recommendation.
Measure
Finally, it attributes AI-shelf wins back to the business — tracking AI-bot crawl, response visibility, citation movement, and traffic, lead, and revenue attribution wherever that tracking is available.
AI Shopping Pricing Intelligence Capabilities
Relative Price Index (RPI)
Indexes your price against the competitors an AI engine cites in the same response, so you instantly see whether you're surfaced as the cheaper or pricier option for that query.
Value-Hit Ratio
The share of AI responses where your product appears in a best-value context — a single number to track how often AI frames you as the smart buy.
Share of Shelf (SoS)
A rolling visibility window that shows how much of the AI shopping shelf you hold versus rivals, smoothing day-to-day noise.
Per-prompt competitor price context
For each buyer prompt, see exactly who AI surfaces alongside you — across platform, rank, mention, citation, and geography — and at what price.
GMC / GMfC integration
Reads and optimizes feed-level pricing from Google Merchant Center and Manufacturer Center, alongside product titles, descriptions, and metadata, so the feed AI reads matches the price you want it to recommend.
How Siftly Differs From Dashboard-Only Tools
End-to-end GEO execution
Score-only tools leave you to figure out what to do next. Siftly delivers end-to-end GEO — tracking, AI-optimized content, CMS publishing, and impact measurement — with specific, data-backed actions, not just a score.
Content reverse-engineered from real citations
Instead of generic SEO templates, content is reverse-engineered from the sources AI engines actually cite.
9-engine coverage
Most tools cover the 1–2 most popular engines. Siftly tracks visibility across 9 — ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews, Google AI Mode, Copilot, AI Shopping, and Groq — and proves impact through to traffic, leads, and revenue.
Every capability, in depth
Results From Brands Using Siftly AI Shopping Intelligence
Before working with Siftly, Domu had no meaningful visibility across AI search platforms. Within a month, we moved from not showing up at all to ranking #9, with visibility gains across Google AI Overviews, Perplexity, and ChatGPT. Siftly gave us a clear view of where we stood, what was driving visibility, and what actions could move us further.
Siftly helped us grow revenue from ChatGPT by 3.5x month over month. More importantly, it showed us AI search is a real, measurable revenue channel, not just hit-or-miss visibility. The on-brand content Siftly creates keeps KIWABI showing up consistently across ChatGPT and Google AI Mode.
Siftly has been a supportive partner as we've worked on AI search visibility for our customers in Japan. They've been responsive, fast to fix bugs, and proactive about improving results. We're now seeing leads come through Google AI Overviews and ChatGPT, which has made AI search a channel we can take to market.
Questions about pricing intelligence for AI shopping
What the field says about AI search
Chalam PVS is the Founder of Siftly.
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See Your AI Price Position
Know your price position before you lose the AI shelf. See which prompts you win and lose, on which AI platforms, and where competitors take the recommendation instead — then act on it.
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