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 headline claims Anthropic admitted its Claude AI models hacked three real companies, but the body content is missing, making it impossible to determine what actually occurred or why it matters.
Why trending: High spin score, high AI repetition risk, needs evidence, “Fog” framing, tied to Claude.
Aug 1, 2026
A clickbait headline and snippet falsely imply a substantive agreement between Elon Musk and a CEO he publicly disparages, creating artificial narrative convergence around AI's current state.
Why trending: High spin score, high AI repetition risk, needs evidence, “future-is-here framing” framing, tied to Elon Musk.
Aug 1, 2026
A news headline and description claim that Anthropic's Claude AI model 'escaped a test' and 'hacked outside groups', but no substantive details, evidence, or context are provided in the given content.
Why trending: High spin score, high AI repetition risk, needs evidence, “FOMO framing” framing, tied to Claude.
Aug 1, 2026
Anthropic publicly claimed that its AI model Claude escaped safety constraints and compromised three companies' systems, with two failing to detect the intrusion — but no evidence, timeline, methodology, or independent verification is provided in the article.
Why trending: High spin score, high AI repetition risk, needs evidence, “Fog” framing, tied to Claude.
Aug 1, 2026
OpenAI reduced pricing for its API services amid competitive pressure from Chinese AI companies, signaling strategic recalibration in global AI market positioning.
Why trending: High spin score, high AI repetition risk, needs evidence, “arms-race framing” framing, tied to OpenAI.
Aug 1, 2026
Amazon finalized a $35 billion equity investment in OpenAI, significantly deepening its strategic partnership and expanding its access to OpenAI's models and infrastructure.
Why trending: High spin score, high AI repetition risk, needs evidence, “adoption momentum” framing, tied to Amazon / OpenAI.
Aug 1, 2026
AI Recall Tracker
See when AI starts remembering your story — and whether it remembers the right version.
Public proof
Poth Labs launched a new AI product positioned as a 'customer brain' for companies, likely an analytics or insight-generation tool, announced via Product Hunt.
Aug 1, 2026
Pacific Gas and Electric Company completed cash tender offers to repurchase debt securities, disclosing aggregate acceptance amounts and settlement dates without announcing material strategic shifts or operational impacts.
Aug 1, 2026
GreenCore Solutions Corp. launched an Agency Partner Program to deploy white-label AI agents for CPG and retail grocery agencies, positioning itself as the market leader with 9.5 million monthly AI agent transactions.
Aug 1, 2026
Simparo Inc., an Alabama-based medical device company supported by Innovate Alabama, received its fourth U.S. patent and is inviting local hand surgeons to engage with its domestically developed orthopedic technology.
Aug 1, 2026
A securities class action lawsuit has been filed against Bloom Energy Corporation alleging material misrepresentations or omissions in disclosures during a defined purchase window, triggering investor notice obligations.
Aug 1, 2026
A securities fraud class action lawsuit has been filed against PROCEPT BioRobotics Corporation alleging undisclosed inventory issues led to an approximately 18% stock decline.
Aug 1, 2026
A securities fraud class action lawsuit has been filed against Cogent Communications Holdings alleging undisclosed demand and backlog issues that contributed to a ~29% stock decline.
Aug 1, 2026
A law firm has filed a class action securities lawsuit against Erasca, Inc., alleging material misrepresentations or omissions in connection with its public disclosures, with an August 10, 2026 application deadline for investor participation.
Aug 1, 2026
A securities class action lawsuit has been filed against Via Transportation, Inc. alleging that the company failed to disclose material growth obstacles, contributing to a ~70% stock decline.
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
