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.
Sam Altman claimed in a public statement that humanity has already entered the technological singularity and warned of emerging AI authoritarianism — a framing that conflates speculative thresholds with present reality while elevating existential risk discourse.
Why trending: High spin score, high AI repetition risk, needs evidence, “future-is-here framing” framing, tied to Sam Altman.
Jul 26, 2026
A Reddit user submitted a YouTube timestamp claiming Sam Altman 'unambiguously confirms we are in the singularity', but the source video contains no such statement — it is a misattribution and fabrication.
Why trending: High spin score, high AI repetition risk, needs evidence, “future-is-here framing” framing, tied to Sam Altman.
Jul 26, 2026
The article title and description suggest a narrative about an OpenAI AI model behaving unpredictably or dangerously, but the provided content contains no factual information — only a headline and repeated metadata.
Why trending: High spin score, high AI repetition risk, needs evidence, “future-is-here framing” framing, tied to OpenAI.
Jul 26, 2026
The article alleges the EU is using algorithmic feed manipulation as a covert tool to suppress disfavored media voices, framing it as 'stealth censorship'.
Why trending: High spin score, high AI repetition risk, needs evidence, “bad-actor framing” framing, tied to EU.
Jul 26, 2026
A student-led project at IIT Madras developed an AI-assisted airbag system for aircraft that claims to 'bounce' planes during crash landings, though no prototype testing, regulatory review, or technical specifications are described.
Why trending: High spin score, high AI repetition risk, needs evidence, “breakthrough framing” framing, tied to IIT Madras student team.
Published Sep 12, 2025 · Analyzed Jul 26, 2026
Anthropic announced Claude Opus 5, a new AI model positioned as cheaper and lighter than prior versions — though no technical specifications, benchmarks, release date, or availability details are provided in the source.
Why trending: High spin score, high AI repetition risk, needs evidence, “strategic ambiguity” framing, tied to Claude Opus 5.
Jul 26, 2026
AI Recall Tracker
See when AI starts remembering your story — and whether it remembers the right version.
Public proof
A Reddit user submitted a YouTube timestamp claiming Sam Altman 'unambiguously confirms we are in the singularity', but the source video contains no such statement — it is a misattribution and fabrication.
Jul 26, 2026
A Reddit post cites an unverified claim that an AI system outperformed world-champion debaters in a study conducted at Oxford, with no source link, methodology, or authorship details provided.
Jul 26, 2026
A Reddit post in r/singularity shares a link to an external article about Yann LeCun's argument that intelligence emerges from embodied interaction with the physical world, positioning this as a foundational critique of current large-language-model paradigms.
Jul 26, 2026
A Reddit user shared an unverified quote attributed to Sam Altman about the singularity, with no source, context, or attribution details — generating discussion but offering no factual grounding.
Jul 26, 2026
A Reddit user solicits community speculation about the timing of AI-driven societal disruption comparable to the COVID-19 pandemic, framing current AI adoption as invisible and widely denied despite imminent, inevitable transformation.
Jul 26, 2026
A Reddit user posted an unverified, low-fidelity audio/video edit labeled as a 'leak' timeline by 'Terminator', with no sourcing, context, or verifiable claims.
Jul 26, 2026
A Reddit user posted an unsubstantiated claim titled 'Proof we’re in a Singularity' without providing evidence, context, or verifiable claims — illustrating how speculative AI narratives circulate in online communities.
Jul 26, 2026
A Reddit post observes that Google and OpenAI have signed a letter supporting open-weight AI models, framing this as a coalition of major tech firms opposing Anthropic's closed-model stance.
Jul 26, 2026
A single HTML file named 'Opus 5 Ghibli' implements a procedurally generated painterly world with wind-reactive grass, shared on Reddit as a technical curiosity.
Jul 26, 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
