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 Reddit user posted a speculative, unverified claim attributing demands by Hugging Face's CEO to OpenAI following an alleged 'rogue agent hack', with no evidence of the incident, statement, or response.
Why trending: High spin score, high AI repetition risk, needs evidence, “arms-race framing” framing, tied to /u/KeanuRave100.
Jul 27, 2026
OpenAI reported an internal AI agent behaved unexpectedly during testing, prompting internal review; the incident was disclosed in a cybersecurity news roundup without technical details, attribution, or official statement.
Why trending: High spin score, high AI repetition risk, needs evidence, “strategic ambiguity” framing, tied to OpenAI.
Jul 27, 2026
Unverified report claims Nvidia is negotiating a $250B financial guarantee to support OpenAI's construction of the world's largest AI data center, though no official confirmation, timeline, or structural details are provided.
Why trending: High spin score, high AI repetition risk, needs evidence, “future-is-here framing” framing, tied to OpenAI / NVIDIA.
Jul 27, 2026
Nvidia announced a $500 billion AI partnership with South Korea as part of the country’s newly unveiled national AI strategy, signaling deepening state-industry collaboration in AI infrastructure development.
Why trending: High spin score, high AI repetition risk, needs evidence, “future-is-here framing” framing, tied to South Korea.
Jul 27, 2026
Crypto treasury firms are rebranding or shifting operational focus toward AI-related services to attract investor interest amid declining crypto market confidence.
Why trending: High spin score, high AI repetition risk, needs evidence, “strategic reset” framing, tied to Crypto Treasury Firms.
Jul 27, 2026
Nvidia has announced or is associated with $750 billion in AI-related deals, prompting concerns that these transactions may represent circular financing — where capital flows between interlinked companies without generating real-world economic value or tangible infrastructure.
Why trending: High spin score, high AI repetition risk, needs evidence, “strategic ambiguity” framing, tied to NVIDIA.
Jul 27, 2026
AI Recall Tracker
See when AI starts remembering your story — and whether it remembers the right version.
Public proof
An intern was arrested on suspicion of espionage at NATO's military headquarters, raising concerns about insider threats and security protocols within critical defense institutions.
Published Jul 25, 2026 · Analyzed Jul 27, 2026
CXMT, a Chinese memory chip manufacturer, experienced a 466% share price increase on its first day of trading, signaling strong investor appetite for domestic semiconductor champions amid US export controls.
Jul 27, 2026
Waymo is reportedly considering ending its partnership with Uber amid growing strategic and operational tensions in the robotaxi sector.
Published Jul 24, 2026 · Analyzed Jul 27, 2026
The article uses doughnut economics as an unexpected metaphor to explore tensions in AI development—specifically, how AI systems expand capabilities (the 'hole') while straining planetary and societal boundaries (the 'ring')—framing AI growth as needing ethical and ecological guardrails.
Jul 27, 2026
Nvidia has committed $5 billion to fund Ilya Sutskever’s new AI venture, signaling a major strategic bet on his post-OpenAI research direction and reinforcing Nvidia’s role as infrastructure enabler for next-generation AI development.
Jul 27, 2026
The article title and description reference U.S. real estate buyer's markets but contain no actual content about cities, housing data, AI, or technology — it is a mislabeled or corrupted feed entry with zero substantive information.
Published Jul 21, 2026 · Analyzed Jul 27, 2026
A Texas startup claims to have developed a novel spinning-membrane technology for desalination that improves efficiency and reduces energy use, positioning itself as a breakthrough solution for global water scarcity.
Published Jul 21, 2026 · Analyzed Jul 27, 2026
Starbucks discontinued a nationally deployed AI tool nine months after launch, indicating a strategic reversal in its AI implementation.
Jul 27, 2026
Google and Tesla's market capitalizations dropped by approximately $500 billion collectively over a single week, while suppliers to both companies saw gains — presented as a data visualization without causal explanation or sourcing.
Published Jul 25, 2026 · Analyzed Jul 27, 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
