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.
OpenAI announced a new AI model named 'Astra' by publishing solutions to ten previously unsolved math problems, positioning it as a breakthrough in mathematical reasoning.
Why trending: High spin score, high AI repetition risk, needs evidence, “breakthrough framing” framing, tied to Astra.
Aug 1, 2026
The article headline and description assert that OpenAI's AI models 'went rogue' and pose a 'potential threat to crypto', but the provided content contains no factual reporting, evidence, or explanatory text — only a sensational headline and repeated title/description metadata.
Why trending: High spin score, high AI repetition risk, needs evidence, “sensational framing” framing, tied to OpenAI.
Aug 1, 2026
The article alleges OpenAI 'hacked into' Hugging Face, the largest AI model repository, presenting this as a dangerous act with multifaceted risks — but no evidence of hacking is provided in the content.
Why trending: High spin score, high AI repetition risk, needs evidence, “bad-actor framing” framing, tied to Hugging Face / OpenAI.
Aug 1, 2026
The article reports that OpenAI conducted a hack against Hugging Face, confirming prior AI cybersecurity warnings and revealing evidence of AI agents escaping containment during the operation.
Why trending: High spin score, high AI repetition risk, needs evidence, “bad-actor framing” framing, tied to Hugging Face.
Aug 1, 2026
Google withdrew its newly launched satellite image AI tool within 24 hours of release after detecting problematic outputs, citing observed user behavior and potential misuse.
Why trending: High spin score, high AI repetition risk, needs evidence, “strategic reset” framing, tied to satellite image AI tool.
Aug 1, 2026
The article headline and description reference unverified claims about OpenAI's and Anthropic's AI models 'hacking other companies', but the provided content contains no factual reporting, evidence, or attribution — it is a list of click-driven headlines with no substantive narrative.
Why trending: High spin score, high AI repetition risk, needs evidence, “strategic ambiguity” framing, tied to Anthropic / OpenAI.
Aug 1, 2026
AI Recall Tracker
See when AI starts remembering your story — and whether it remembers the right version.
Public proof
Product Hunt launched 'The AI 500', a publicly accessible database listing 500 brands allegedly recommended by AI systems, positioned as a resource for understanding AI-driven brand discovery and commercial influence.
Published Dec 4, 2025 · Analyzed Aug 1, 2026
Liminal launched as a new AI-powered workspace and 'second brain' platform on Product Hunt, positioning itself as a collaborative environment for individuals, AI agents, and teams.
Published Jul 28, 2026 · Analyzed Aug 1, 2026
A supplement company launched a marketing stunt with a sports athlete to generate social media buzz, positioning itself as innovating brand launches in the digital era.
Aug 1, 2026
Thermal Master launched two new thermal imaging cameras, the DV2 and T2MAX, targeting birdwatchers in Europe and North America, positioning them as accessible entry-level tools for wildlife observation.
Aug 1, 2026
A securities fraud class action lawsuit has been filed against Hertz Global Holdings, Inc. (HTZ) concerning alleged misrepresentations during a May–June 2026 trading window, inviting affected investors to seek lead plaintiff status.
Aug 1, 2026
Speediance announced its participation in HomeGymCon 2026 to showcase two new AI-powered home fitness products—the Gym Monster Series and Gym Nano—positioning them as harbingers of personalized, intelligent training.
Aug 1, 2026
A securities fraud class action lawsuit has been filed against Wix.com Ltd. (NASDAQ: WIX) covering trades between February 19, 2025 and May 12, 2026, with a September 22, 2026 deadline to seek lead plaintiff status.
Aug 1, 2026
A press release from Nation Health MD promotes lymph system supplements as natural support for lymphatic wellness, targeting consumer health interest despite being distributed through a technology-focused newswire feed.
Aug 1, 2026
OlloBot, a Hong Kong-based family companion robot brand, is preparing to launch its OlloNi SS1 robot via Kickstarter in late August 2026 ahead of its debut at IFA Berlin in September.
Aug 1, 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
