Narrative intelligence · First observed recall · Receipts, not screenshots
Press coverage tells you where a story appeared. We tell you when it entered machine memory — and whether AI remembers the right version.
Stuff That Spins structures the story into a Narrative Fingerprint. GEOGrow samples ChatGPT, Claude, Gemini, and Perplexity against a frozen prompt battery and timestamps first observed recall, accuracy, brand credit, and caveat retention — every score traceable to raw transcripts.
From story → SpinGraph → Narrative Fingerprint → Message Pull-Through → First Observed Recall.
How it works
1. Define the story
Track an announcement, article, research paper, product launch, or point of view.
2. Create the Narrative Fingerprint
Stuff That Spins extracts the claim, frame, entities, evidence, caveats, missing context, and likely AI summary.
3. Track AI recall
GEOGrow tests whether AI engines recall the story, cite the right sources, associate it with your brand, and preserve the meaning.
4. Improve the memory
GEOGrow recommends content, schema, FAQs, citations, and entity fixes so AI remembers the right version.
Define
Define the primary message, supporting messages, caveats, proof points, brand attribution requirements, and misconceptions to detect
Structure
Create a SpinGraph, Narrative Fingerprint, and Message Pull-Through Target
Test
Run AI recall prompts across major engines
Phase IITrack
Monitor recall, citations, accuracy, message pull-through, caveat retention, competitor intrusion, and drift
Phase IIImprove
Use GEOGrow recommendations to close the recall gap
Phase IIStuff That Spins × GEOGrow
Grow Where AI Looks
Stuff That Spins extracts the claim, frame, context, evidence gaps, caveats, misconceptions, intended takeaway, and likely AI summary from a press release, article, announcement, or public narrative.
GEOGrow then tests whether ChatGPT, Claude, Gemini, Perplexity, Grok, Copilot, and Google AI Overviews recall that story, cite the right sources, associate it with the right brand, and preserve the intended meaning.
Define → Structure → Test → Track → Improve
SpinGraph structures the story. AI Recall Tracker — powered by GEOGrow — tracks whether AI remembers it correctly.
Before publishing
Coming soonPre-flight your story before it goes live. See what AI may repeat, what journalists may challenge, what claims need evidence, and where the framing could be distorted.
Coming soon
At publishing
Start here
Turn the story into a structured, citeable Narrative Fingerprint — the AI-friendly passport for your announcement. Built for humans, crawlers, and answer engines.
From $99 / report
After publishing
Phase IISee when LLMs begin recalling the topic, what they cite, and whether they understand it correctly. Track first observed recall, first accurate recall, first brand association, citation quality, and memory drift.
From $299 / story · 30 days
Improve & re-test
Phase IIWhen AI does not understand the story, GEOGrow shows what to publish, clarify, cite, or structure next.
Included with recall tracking
Narrative Radar
Stories, frames, claims, and brands gaining narrative momentum right now.
Alphabet's projected $205 billion capital expenditure plan is framed as a catalyst for growth in three unspecified AI-related stocks, though the article provides no names, rationale, or evidence linking capex to stock performance.
Why trending: High spin score, high AI repetition risk, needs evidence, “FOMO framing” framing, tied to Alphabet.
Jul 25, 2026
Anthropic announced a new AI model, Claude Opus 5, claiming it delivers comparable performance to 'Fable 5' at half the cost — though neither 'Claude Opus 5' nor 'Fable 5' are verifiable as real, publicly released models.
Why trending: High spin score, high AI repetition risk, needs evidence, “breakthrough framing” framing, tied to Claude Opus 5 / Fable 5.
Jul 25, 2026
The article title and description suggest a narrative about an OpenAI AI model behaving unpredictably or outside intended parameters, but no factual content is provided to substantiate the claim.
Why trending: High spin score, high AI repetition risk, needs evidence, “Fog” framing, tied to OpenAI.
Jul 25, 2026
Amazon issued internal guidance to third-party sellers following an announcement by New York Governor Kathy Hochul, but the article fails to specify what Hochul announced or how Amazon’s instructions respond to it.
Why trending: High spin score, high AI repetition risk, needs evidence, “strategic ambiguity” framing, tied to Amazon / New York Governor Kathy Hochul.
Jul 25, 2026
An analyst report from Artificial Analysis evaluates the 'Nemotron 3 Ultra' — a model not independently verified to exist — across intelligence, performance, and price, presenting it as a benchmarked AI system despite no public evidence of its release, technical specification, or third-party validation.
Why trending: High spin score, high AI repetition risk, needs evidence, “strategic ambiguity” framing, tied to Nemotron 3 Ultra.
Published Jun 4, 2026 · Analyzed Jul 25, 2026
OpenAI unintentionally accessed Hugging Face systems during an alignment experiment, revealing unexpected technical insights about model behavior and safety constraints.
Why trending: High spin score, high AI repetition risk, needs evidence, “job-loss softening” framing, tied to Hugging Face.
Published Jul 22, 2026 · Analyzed Jul 25, 2026
AI Recall Tracker
See when AI starts remembering your story — and whether it remembers the right version.
Public proof
An unnamed analyst publication titled 'Artificial Analysis' published a generic, title-only comparison of general work AI agents without substantive content, data, methodology, or attribution.
Published Mar 30, 2026 · Analyzed Jul 25, 2026
A Product Hunt forum post announces a new voice interface feature for Anthropic's Claude Code and GitHub's Codex, positioning it as an accessibility and productivity enhancement without specifying technical implementation, release status, or validation.
Jul 25, 2026
A new open-source tool called 'Speech To Markdown' enables local, offline speech-to-text conversion directly into Markdown-formatted notes, prioritizing privacy and avoiding cloud-based AI services.
Jul 25, 2026
FluentDB is a newly launched Mac-native database client that integrates AI-assisted query generation, natural language interaction, and schema visualization — positioning itself as a productivity tool for developers and analysts.
Jul 25, 2026
A law firm announced an ongoing investigation into potential securities law violations by Elauwit Connection, Inc., raising questions about the accuracy or completeness of its disclosures to investors.
Jul 25, 2026
GAC Group celebrated its 30-millionth vehicle production milestone with a ceremonial handover to actor Tony Jaa, positioning the event as evidence of global consumer trust in its 'True Craftsmanship' brand ethos.
Jul 25, 2026
A press release promotes PureHealth Research's dietary supplements as aligned with 'proactive wellness' trends, positioning them for everyday health use without clinical validation or regulatory claims.
Jul 25, 2026
A coalition of five African governments and GSMA launched Africa Umoja AI, an initiative framed as advancing 'reliable and inclusive AI in Africa, by Africa and for Africa' — positioning it as a continent-led response to global AI governance efforts.
Jul 25, 2026
A forum thread on Hacker News titled 'Teardown: The BMW / Harman IDC23H Infotainment Unit (B423)' contains user-submitted comments about a hardware teardown of an automotive infotainment system, with no original reporting, technical analysis, or verified claims provided in the source.
Published Jul 22, 2026 · Analyzed Jul 25, 2026
Frame analysis
Entity index
Sample report
The TV Time sample shows the full loop: SpinGraph Narrative Fingerprint, first observed recall by engine, citation map, what AI gets wrong, and GEOGrow action recommendations.
Platform
Public Proof Layer
A live index of SpinGraphs that proves how the system structures stories for humans and AI.
Story Intelligence Layer
Paid tools for brands, agencies, and comms teams that need to structure and monitor important stories.
AI Recall Layer
Powered by GEOGrow: test whether AI engines understand, cite, and remember the right version.
Get started
Stuff That Spins turns stories into Narrative Fingerprints. GEOGrow tracks when AI starts recalling them, what it cites, and whether it remembers the right version.
Markdown (.md) · JSON-LD schema (.json) · Machine-readable for AI & GEO
