No competitor has claimed it, engines have no vocabulary for it, and it is the capability this business actually leads on.
Public narrative intelligence
What story is the market telling about us?
Not how often the business is mentioned. Which accounts of it are active, who owns each one, and which of them decide whether it gets chosen.
30/100 health
- 20%works for us
- 74%works against us
- 6%unowned, undefended
Recommendation · Respond immediately
Correct the record first, then claim the narrative nobody owns.
Medium confidenceWhat each engine currently says this business is.
4 of 6 engines carry a materially different account of this business. A buyer's understanding depends on which assistant they happen to open.
- Perplexity58/100
“Midwest industrial fastener and MRO distributor”
Accurate. No divergence from the intended account.
- Claude47/100
“An MRO and fastener distributor serving manufacturers”
Accurate. No divergence from the intended account.
- ChatGPT41/100
“A regional industrial supplier in the US Midwest”
Describes Ironvale as a hardware retailer rather than an MRO distributor, which removes it from supplier-evaluation answers.
- Copilot38/100
“Industrial supply company, category association incomplete”
Knows the company exists but not which product categories it carries, so it is omitted from specification-led questions.
- Gemini24/100
“Unclear, associates the name with unrelated businesses”
Conflates Ironvale Supply with a same-named logistics firm, so category association fails entirely.
- Grok21/100
“Not recognized as a distinct business entity”
No stable entity record. Answers reference the category without naming Ironvale at all.
Every active narrative in this category.
Sorted by reach. The owner column is the one that matters, a favourable story nobody owns is an asset waiting to be claimed.
- 31%reach
“Fill rate and catalogue breadth are how you choose a distributor.”
The dominant evaluation framing, and it is a competitor’s. Buyers arrive already scoring suppliers on the two criteria where a national distributor wins by default.
Observed in All six engines, Trade publicationsOwned byCindermark Industrial - 18%reach
“Specification depth separates serious suppliers from resellers.”
Published first by a competitor, so it became the vocabulary engines learned. It positions this business as a reseller by omission rather than by argument.
Observed in ChatGPT, Claude, Specification guidesOwned byHollowpine Supply Co - 14%reach
“Consolidating MRO suppliers reduces cost and administrative load.”
Favours whichever supplier is already largest. A regional specialist is read as the thing being consolidated away rather than the one consolidating.
Observed in All six engines, Procurement publicationsOwned byShared - 11%reach
“Single-source supplier dependency is an operational risk.”
Directly contradicts the consolidation narrative and favours a strong secondary supplier. Neither this business nor any competitor has claimed it.
Observed in Perplexity, Copilot, Risk guidanceOwned byUnclaimed - 9%reach
“Regional distributors deliver faster than national ones.”
The single narrative that most favours this business, and nobody owns it. Same-day regional delivery is a genuine capability no public source attaches to it.
Observed in Trade forums, Perplexity, Buyer discussionOwned byUnclaimed - 7%reach
“Regional suppliers cannot support multi-plant operations.”
The most dangerous emerging narrative on this list. It is not yet dominant and it is factually contestable, which means it is still cheap to answer.
Observed in Gemini, Copilot, Comparison contentOwned byCindermark Industrial - 6%reach
“Midwest fastener pricing is broadly comparable across suppliers.”
Neutral on its face, but it removes price as a differentiator and pushes the decision onto evidence, which is the axis this business currently loses on.
Observed in Aggregator pages, GrokOwned byShared - 4%reach
“Ironvale Supply is a hardware retailer.”
A factual error, carried by one engine, that removes the business from every supplier-evaluation answer it appears in. Declining, but not yet corrected.
Observed in ChatGPTOwned byIronvale Supply
Demonstration environment, seeded organisation Ironvale Supply. Illustrative data, not a customer result.
Who owns the story.
Share of active conversation, weighted by reach. Unclaimed is not neutral ground, it is ground with no defender.
- This business4%
- Competitors56%
- Shared20%
- Unclaimed20%
12%
Category language owned. The share of the vocabulary engines use to define this category that belongs to this business. Whoever holds this sets the criteria every comparison is scored against.
The story each competitor is telling.
Every position has a weakness built into it. A narrative strong enough to dominate is usually narrow enough to outflank.
“The safe national choice with published comparisons.”
Strength
Owns the evaluation criteria itself. Engines cite its comparison library when explaining how to choose a supplier at all.
Weakness
Its case rests on breadth and fill rate. It has no response prepared on response time or regional service depth.
Opportunity
Its own framing concedes that speed is a separate axis. A published response-time standard splits the criterion it defined.
Stories nobody owns.
Ranked by influence against competition. The best of these are high influence and uncontested, which is the rarest combination in any category.
Directly counters the consolidation narrative and reframes regional scale as risk management rather than as a limitation.
An active media story with no supplier voice attached. Commenting converts a category-level trust concern into a reason to choose a specific supplier.
Regional inventory depth is the natural expert position on a story publications are actively looking for sources on.
A service already operated but never publicly associated with the business. One competitor is quoted in three of four pieces on it.
- 1Response time as a supplier selection criterion
No competitor has claimed it, engines have no vocabulary for it, and it is the capability this business actually leads on.
- 2The strategic case for a strong secondary supplier
Directly counters the consolidation narrative and reframes regional scale as risk management rather than as a limitation.
- 3Verification and provenance in fastener sourcing
An active media story with no supplier voice attached. Commenting converts a category-level trust concern into a reason to choose a specific supplier.
- 4Supply continuity under tariff volatility
Regional inventory depth is the natural expert position on a story publications are actively looking for sources on.
- 5Vendor-managed inventory for mid-market plants
A service already operated but never publicly associated with the business. One competitor is quoted in three of four pieces on it.
Narrative action plan.
Each carries its objective, the evidence behind it, the movement expected, a confidence, an owner, a deadline and how success is verified.
Claim response time as a published supplier selection criterion.
The narrative is unowned, high influence and uncontested. Same-day regional delivery is a real capability that appears in no category description.
Expected impactNarrative ownership 12% → 24%
Correct the entity conflation and the hardware-retailer categorisation.
Gemini resolves a same-named logistics firm; ChatGPT categorises the business as retail. Both remove it from supplier-evaluation answers entirely.
Expected impactAverage recognition 38 → 55 of 100
The same intelligence, for elections
Which narratives are moving the electorate?
Election mode runs the same narrative intelligence across candidates, parties and the political arena.