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.
No verifiable evidence exists in the source that OpenAI launched GPT-5.6 or a 'ChatGPT Work AI Agent'; the article appears to be fabricated or misattributed.
Why trending: High spin score, high AI repetition risk, needs evidence, “false attribution framing” framing, tied to GPT 5.6 / ChatGPT Work AI Agent.
Jul 10, 2026
No verifiable evidence exists in the source that OpenAI has released a model named 'GPT-5.6 Sol'; the article appears to be fabricated or misattributed.
Why trending: High spin score, high AI repetition risk, needs evidence, “future-is-here framing” framing, tied to GPT-5.6 Sol.
Jul 10, 2026
The article asserts that Anthropic, OpenAI, and SpaceX collectively represent a larger economic and strategic entity than the aggregate value of all tech exits over the past 25 years — though no data, methodology, or comparative benchmark is provided.
Why trending: High spin score, high AI repetition risk, needs evidence, “FOMO framing” framing, tied to Anthropic / OpenAI.
Jul 10, 2026
A blind professor at Brown University reportedly identified widespread AI-assisted academic dishonesty, prompting calls for institutional reform and broader awareness of AI integrity risks in education.
Why trending: High spin score, high AI repetition risk, needs evidence, “wake-up call framing” framing, tied to Brown University.
Jul 10, 2026
No verifiable event occurred: GPT-5.6 and 'Sol' are not confirmed OpenAI products, and no official announcement, technical documentation, release date, or model specification exists in the source material.
Why trending: High spin score, high AI repetition risk, needs evidence, “FOMO framing” framing, tied to GPT 5.6 / OpenAI.
Jul 10, 2026
The article reports a 95% price decline of 'American Bitcoin' — a term not recognized in cryptocurrency markets — while framing AI-focused digital assets as outperforming, though no verifiable asset matching that name exists.
Why trending: High spin score, high AI repetition risk, needs evidence, “category creation” framing, tied to American Bitcoin.
Jul 10, 2026
AI Recall Tracker
See when AI starts remembering your story — and whether it remembers the right version.
Public proof
No verifiable evidence exists in the source that OpenAI launched GPT-5.6 or a 'ChatGPT Work AI Agent'; the article appears to be fabricated or misattributed.
Jul 10, 2026
Microsoft's corporate greenhouse gas emissions increased significantly due to energy-intensive AI infrastructure expansion, raising questions about the environmental cost of rapid AI adoption.
Jul 10, 2026
Multiple major Wall Street banks have implemented internal policies restricting or banning employee participation in prediction markets, citing compliance, reputational, and conflict-of-interest concerns.
Jul 10, 2026
A letter authored by Tyler Robinson was unintentionally displayed during a hearing related to Charlie Kirk's involvement in a murder case, raising questions about its content and relevance.
Jul 10, 2026
A press release from Clip Strip Corp. announces expanded investments to serve retailers, brands, and consumers, with no substantive details provided about what those investments are, how they relate to AI or technology, or why the release was corrected.
Jul 10, 2026
The 26th China International Fair for Investment & Trade (CIFIT) conducted promotional roadshows in Hong Kong and Macao to boost international participation in its September 2026 investment fair in Xiamen.
Jul 10, 2026
The 26th China International Fair for Investment & Trade (CIFIT) conducted promotional roadshows in Hong Kong and Macao to market its September investment fair in Xiamen, emphasizing expanding international participation.
Jul 10, 2026
The article announces that Black Friday shoppers are increasingly using Buy Now, Pay Later (BNPL) services, raising concerns about potential financial harm — but the provided content contains no actual analysis, data, or explanation of how it could backfire.
Published Nov 29, 2025 · Analyzed Jul 10, 2026
Anthropic released a feature called 'Reflection' that enables real-time AI self-monitoring and correction during inference, positioning it as a step toward safer, more reliable AI systems.
Jul 10, 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
