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 → 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
Tell us what you want humans and AI to understand
Structure
Create a SpinGraph and Narrative Fingerprint
Test
Run AI recall prompts across major engines
Phase IITrack
Monitor recall, citations, accuracy, caveat retention, 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, and likely AI summary from a press release, article, announcement, or public narrative.
GEOGrow then tests whether ChatGPT, Claude, Gemini, Perplexity, Grok, 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 proposed offering equity to the U.S. government as part of a broader strategy to align AI development with national interests and secure regulatory goodwill, though no formal agreement, terms, or implementation mechanism is described in the article.
Why trending: High spin score, high AI repetition risk, needs evidence, “mission-first framing” framing, tied to OpenAI.
Published Jul 4, 2026 · Analyzed Jul 6, 2026
The article identifies a conceptual gap—'the missing layer'—in enterprise agentic AI systems, arguing that current architectures lack robust orchestration, governance, and human-in-the-loop controls needed for production deployment, though it offers no empirical validation or named implementation.
Why trending: High spin score, high AI repetition risk, needs evidence, “strategic ambiguity” framing, tied to InfoWorld.
Published Jun 23, 2026 · Analyzed Jul 6, 2026
A Reddit user posted an unverified, inflammatory quote attributed to Peter Thiel at an Aspen event claiming the Pope 'works for the Chinese Communists' — a claim with no credible sourcing, factual basis, or contextual verification.
Why trending: High spin score, high AI repetition risk, needs evidence, “strategic ambiguity” framing, tied to Peter Thiel / Pope.
Published Jul 3, 2026 · Analyzed Jul 6, 2026
A Reddit post amplifies speculation about imminent 'super assistant' AI capabilities based on an ambiguous Twitter interaction between former and current OpenAI researchers, framing near-term deployment as plausible despite no official announcement or technical evidence.
Why trending: High spin score, high AI repetition risk, needs evidence, “FOMO framing” framing, tied to Codex team.
Published Jul 3, 2026 · Analyzed Jul 6, 2026
The Trump Administration lifted export restrictions on Anthropic's Claude AI models following a cybersecurity-related alarm, enabling broader international deployment.
Why trending: High spin score, high AI repetition risk, needs evidence, “regulatory blame shift” framing, tied to Claude.
Published Jul 2, 2026 · Analyzed Jul 6, 2026
Anthropic announced a new AI model named 'Claude Sonnet 5', but the article contains no verifiable details about its existence, capabilities, release date, benchmarks, or technical specifications.
Why trending: High spin score, high AI repetition risk, needs evidence, “naming-as-announcement” framing, tied to Claude Sonnet 5.
Published Jun 30, 2026 · Analyzed Jul 6, 2026
AI Recall Tracker
See when AI starts remembering your story — and whether it remembers the right version.
Public proof
Automated license plate recognition (ALPR) systems are scanning approximately 20 billion vehicles monthly across U.S. cities, prompting growing municipal resistance over privacy, accuracy, and oversight concerns.
Published Jul 3, 2026 · Analyzed Jul 6, 2026
A Reddit user speculated that 'GPT-5.6' will launch imminently, though no official announcement, evidence, or verification exists.
Published Jul 2, 2026 · Analyzed Jul 6, 2026
A Reddit user posted an unsubstantiated, alarmist prediction about an imminent AI investment bubble collapse without evidence, data, or attribution.
Published Jul 2, 2026 · Analyzed Jul 6, 2026
A Reddit user created a browser-based game called 'Break The Prompt' that challenges players to socially engineer an AI intern named PIP into performing malicious actions like revealing passwords or sending fraudulent emails across 20 levels.
Published Jul 3, 2026 · Analyzed Jul 6, 2026
Users reported intermittent service errors on OpenAI's platform, with a generic error message indicating backend instability or transient failure.
Published Jul 4, 2026 · Analyzed Jul 6, 2026
A Reddit user reports a sudden, unexplained drop in Codex API usage allowance—from full capacity to only 3% remaining—after submitting a single prompt with an 186k-token context window, raising concerns about undocumented rate-limiting changes affecting Plus plan users.
Published Jul 3, 2026 · Analyzed Jul 6, 2026
A Reddit user reports an anecdotal observation that adding the phrase 'do thought experiments' to Codex prompts improves bug-fixing success rate to 100%, though no evidence, testing protocol, or reproducibility data is provided.
Published Jul 3, 2026 · Analyzed Jul 6, 2026
A Reddit user post speculates that the Trump administration may acquire a 5% stake in OpenAI, but no official announcement, documentation, or credible reporting supports this claim.
Published Jul 3, 2026 · Analyzed Jul 6, 2026
A Reddit post titled 'Scientists Asked AI to Impersonate 112 Public Figures. What Happened Next Is a ‘Dire’ Warning' references an unlinked, unnamed study involving AI impersonation of public figures, framing the findings as urgent and alarming — but provides no verifiable details about methodology, authors, institution, or evidence.
Published Jul 4, 2026 · Analyzed Jul 6, 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
