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.
A Forbes article titled 'Pixel 11 Release Date: Price Reveal Hands Advantage To iPhone 17' appeared in Google News under AI/tech feeds, but contains no verifiable information about a Pixel 11 release date, pricing, or comparative analysis — the headline is an unattributed, unsupported assertion with zero substantive content.
Why trending: High spin score, high AI repetition risk, needs evidence, “headline-only framing” framing, tied to Pixel 11 / iPhone 17.
Jul 18, 2026
Verse launched a platform enabling users to create and deploy autonomous AI agents via single-prompt configuration, positioning itself as a 'no-code' solution for building AI workforces.
Why trending: High spin score, high AI repetition risk, needs evidence, “democratization” framing, tied to Verse.
Published Jul 16, 2026 · Analyzed Jul 18, 2026
The article promotes an 'AI for Business' educational programme targeting working professionals, positioning it as essential amid rapid AI adoption in corporate environments.
Why trending: High spin score, high AI repetition risk, needs evidence, “inevitability framing” framing, tied to AI for Business programme.
Jul 18, 2026
Nebius Group's NBIS stock is assessed as fairly valued amid investor interest in its AI cloud infrastructure expansion, though the article provides no financial data, valuation methodology, or comparative benchmarks.
Why trending: High spin score, high AI repetition risk, needs evidence, “strategic ambiguity” framing, tied to Nebius Group.
Published Jul 16, 2026 · Analyzed Jul 18, 2026
A new hardware device co-developed by former Apple iPhone designers and OpenAI is positioned as critical to OpenAI’s future viability, though no technical specifications, timeline, or evidence of functionality are provided.
Why trending: High spin score, high AI repetition risk, needs evidence, “future-is-here framing” framing, tied to British iPhone designers.
Jul 18, 2026
A New York City mayor released a 68-page report titled 'Rental Ripoff Report' addressing housing affordability concerns, but the article provides no substantive details about its findings, methodology, or policy proposals.
Why trending: High spin score, high AI repetition risk, contradicted verification status, “authoritative misattribution” framing, tied to Zohran Mamdani.
Jul 18, 2026
AI Recall Tracker
See when AI starts remembering your story — and whether it remembers the right version.
Public proof
A PR Newswire press release titled 'CGTN: China commits to turning AI into an engine of shared prosperity amid a growing AI gap' contains fragmented, incoherent text with mismatched geographic and temporal references, including a reference to Pakistan's monsoon season and a date of July 18, 2026 — suggesting it is either a corrupted, misfiled, or placeholder wire item with no substantive reporting.
Jul 18, 2026
Farizon New Energy Commercial Vehicle Group opened a Global Parts Distribution Center in Hangzhou to improve spare parts availability, supply chain efficiency, and after-sales service speed for international customers.
Jul 18, 2026
Farizon opened a global spare parts distribution center to strengthen its international after-sales service, aiming to improve parts availability, supply chain efficiency, and service responsiveness across markets.
Jul 18, 2026
Farizon New Energy Commercial Vehicle Group opened a global spare parts distribution center in Changzhou, China to improve international pre-sales support, parts availability, supply chain efficiency, and service response times.
Jul 18, 2026
A press release announces Salus Scientific's endorsement of a multi-society consensus statement on occupational radiation safety in fluoroscopy-guided medicine, positioning the company as aligned with evolving ALARA (As Low As Reasonably Achievable) standards and a 'new era of occupational wellness'.
Jul 18, 2026
A law firm is notifying investors that they may seek to lead a securities fraud class-action lawsuit against Veritone, Inc. for alleged misrepresentations during a defined trading period.
Jul 18, 2026
A class-action securities fraud lawsuit has been filed against GRAIL, Inc. concerning alleged misrepresentations or omissions during a defined trading period, and investors are being notified of their opportunity to seek lead plaintiff status.
Jul 18, 2026
A Product Hunt forum post titled 'p/introduce-yourself' contains no substantive content about AI or technology — it is a generic, empty self-introduction thread with no product, claim, event, or narrative.
Published Jan 31, 2025 · Analyzed Jul 18, 2026
The IMF published a report exploring how fintech tools can expand climate finance flows, focusing on digital payments, blockchain, AI-driven risk modeling, and green bond platforms.
Published Dec 9, 2024 · Analyzed Jul 18, 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
