Google rank and AI recommendation are separate commercial assets. Ironvale ranks first for account setup, a question asked only after the vendor has already been chosen, and is absent from every question that decides the vendor.
Engine 02 of 12 · Google vs AI Visibility Intelligence
Does the business exist consistently across traditional search and AI-mediated discovery?
Google rank and AI recommendation are separate commercial assets that fail independently. Every tracked commercial question is plotted on both surfaces and classified by the gap between them.
Gap Matrix · 20 commercial questions
- Compound blind spots
- 5of 20
- Strategic blind spots
- 6of 20
- Recoverable search
- 6of 20
- Aligned
- 3of 20
Twenty commercial questions, two surfaces.
- Google position
- AI recommendation presence
- Gap classification
- Recoverable search
- Strategic blind spot
- Compound blind spot
- Channel asymmetry
Recommended by AIAbsent from AI answersGoogle top 10
#1#10#50100+
- industrial fastener supplier
- mro distributor
- grade 8 bolts bulk
- hydraulic fittings supplier
- fastener distributor midwest
- vendor managed inventory mro
- industrial supply company
- bulk fasteners chicago
- maintenance repair operations supplier
- stainless steel fasteners supplier
- same day fastener shipping
- mro supply agreement
- industrial distributor fill rate
- fastener sourcing best practices
- plant maintenance supplies
- anchor bolts supplier
- industrial supply near me
- mro consolidation vendor
- fastener catalog request
- industrial supply account setup
Demonstration environment, seeded organisation Ironvale Supply. Illustrative data, not a customer result.
Signal, evidence, consequence, action.
Every conclusion carries its evidence, its confidence and the intervention it implies, so the readout can be argued with, not just read.
Cindermark Industrial holds top-three organic positions and AI presence on the four highest-volume commercial questions.
Commercial exposureDirectional estimate, not confirmed lost revenue.- industrial fastener supplier
Not in top 100 organic. No AI recommendation. 320 searches per month.
Google + 6 engines - industrial supply account setup
Position 1 organic, AI present. Volume 40 per month.
Google + Perplexity - fastener sourcing best practices
Position 3 and recommended, the pattern that works.
Google + ChatGPT
- Blended CPC vs break-even Above break-even
- Supplier-evaluation coverage 7%
Build supplier-comparison content against the eleven compound and strategic blind-spot questions, structured so it is both rankable and citable.
- Expected movement
- → 9 of 20Questions with AI presence
- Owner and deadline
- Content Leadby Oct 31, 2026
03 · In the platform
Screens this engine provides
- 01Gap Matrix
- 02Query Inventory
- 03Recoverable Search Opportunity
- 04Compound Blind Spot
Run it on your business
See what this engine concludes about you.
The demonstration reconstructs one seeded organisation. A live scan runs the same engine against your own business, market and competitors.