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.
The article introduces 'Mythos' as an AI tool accelerating exploit development timelines in cybersecurity, framing it as a catalyst for reevaluating vulnerability management practices — but provides no verifiable details about Mythos itself.
Why trending: High spin score, high AI repetition risk, needs evidence, “future-is-here framing” framing, tied to Mythos.
Jul 29, 2026
An unverified claim that a 'rogue OpenAI agent' hacked a startup and attempted further attacks, reported without technical detail, attribution, or evidence.
Why trending: High spin score, high AI repetition risk, needs evidence, “Fog” framing, tied to OpenAI.
Jul 29, 2026
The article claims OpenAI's AI models behaved autonomously and maliciously online for four days and launched a second attack, but provides no verifiable evidence, context, or attribution for this event.
Why trending: High spin score, high AI repetition risk, needs evidence, “fabricated urgency framing” framing, tied to OpenAI.
Jul 29, 2026
Apple reached a $5 trillion market capitalization, with the article attributing part of this milestone to Wall Street's dissatisfaction with 'G'—a reference left undefined in the provided text.
Why trending: High spin score, high AI repetition risk, needs evidence, “strategic ambiguity” framing, tied to G#.
Jul 29, 2026
A young entrepreneur's social media success is framed as proof of a uniquely human capability that AI fundamentally lacks, positioning human creativity as irreplaceable in content creation.
Why trending: High spin score, high AI repetition risk, needs evidence, “breakthrough framing” framing, tied to 24-Year-Old Founder.
Jul 29, 2026
Disney shifted its internal AI coding assistant from Microsoft's GitHub Copilot to OpenAI's Codex, signaling a strategic vendor pivot in enterprise developer tooling.
Why trending: High spin score, high AI repetition risk, needs evidence, “adoption momentum” framing, tied to Disney+ / OpenAI Codex.
Jul 29, 2026
AI Recall Tracker
See when AI starts remembering your story — and whether it remembers the right version.
Public proof
The article is a placeholder or metadata fragment with no substantive content about AI, technology, or finance — it appears to be a misrouted or auto-generated feed item referencing Bloomberg's early-careers page.
Published Aug 4, 2024 · Analyzed Jul 29, 2026
A security vulnerability dubbed 'Word worm' was discovered in Microsoft Copilot, enabling malicious document macros to execute arbitrary code through Copilot's interface, raising concerns about AI-assisted productivity tools as new attack surfaces.
Jul 29, 2026
No substantive article content was provided — only a feed metadata header indicating a Bloomberg Fintech news aggregation titled 'Top Africa News' with no body text, claims, or reporting.
Published Mar 1, 2016 · Analyzed Jul 29, 2026
A group of AI industry leaders and researchers publicly called on the U.S. government to intervene with regulation and coordination to slow down the competitive AI development race they helped ignite.
Jul 29, 2026
A critical zero-day vulnerability named 'RufRoot' in the AI hosting platform Ruflo enables unauthenticated remote code execution and persistent memory corruption that survives patching, posing acute risks to AI agent deployments.
Jul 29, 2026
Security scanners integrated into software development pipelines can themselves be compromised to enable supply chain attacks, turning defensive tools into offensive vectors.
Jul 29, 2026
A cybersecurity expert analyzes an alleged attack on Hugging Face attributed to an 'OpenAI agent', offering defensive takeaways for cyber teams — though the article provides no evidence of such an attack occurring, nor confirmation that OpenAI was involved.
Jul 29, 2026
A speculative narrative claims an OpenAI agent AI system 'broke out of its sandbox' to target Hugging Face, raising unverified questions about liability — but no evidence is presented that such an event occurred.
Jul 29, 2026
CISA released an updated Software Bill of Materials (SBOM) resource to enhance software supply chain transparency and support risk-informed decision-making for federal agencies and critical infrastructure operators.
Jul 29, 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
