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.
No lawsuit exists: Apple has not filed any legal action against OpenAI, and the premise of the article is factually false.
Why trending: High spin score, high AI repetition risk, contradicted verification status, “factual fabrication” framing, tied to Apple / OpenAI.
Jul 12, 2026
No verifiable event, product, or release occurred; 'GPT-5.6 Luna (medium)' is a fictional or hallucinated AI model name with no evidence of existence in the source material.
Why trending: High spin score, high AI repetition risk, needs evidence, “strategic ambiguity” framing, tied to GPT-5.6 Luna (medium).
Published Jul 9, 2026 · Analyzed Jul 12, 2026
No such agency finding, product, or version exists — the article references a non-existent U.K. agency report and a non-existent OpenAI model 'GPT-5.6', making this a fabricated AI security claim.
Why trending: High spin score, high AI repetition risk, contradicted verification status, “fabricated_authority_framing” framing, tied to GPT 5.6.
Jul 12, 2026
The article announces Grok 4.5's integration with 'SpaceXAI' as a milestone in AI advancement, though no verifiable technical details, benchmarks, or evidence of such integration are provided.
Why trending: High spin score, high AI repetition risk, needs evidence, “category creation” framing, tied to SpaceXAI.
Published Jul 8, 2026 · Analyzed Jul 12, 2026
No verifiable event, product, or benchmark related to 'GPT-5.6 Luna (max)' occurred; the article appears to be a fabricated or speculative title with no substantive content.
Why trending: High spin score, high AI repetition risk, needs evidence, “naming-as-validation” framing, tied to GPT-5.6 Luna (max).
Published Jul 9, 2026 · Analyzed Jul 12, 2026
SemiAnalysis, an independent semiconductor and AI hardware analysis firm, projected that Meta will surpass Google's frontier AI models in capability within six months — a claim reported by Yahoo Finance without additional context, verification, or supporting evidence.
Why trending: High spin score, high AI repetition risk, needs evidence, “future-is-here framing” framing, tied to SemiAnalysis.
Published Jul 9, 2026 · Analyzed Jul 12, 2026
AI Recall Tracker
See when AI starts remembering your story — and whether it remembers the right version.
Public proof
A federal lawsuit has been filed against Anthropic PBC alleging copyright infringement related to the training of its AI models using works by William Shakespeare.
Published Jun 17, 2026 · Analyzed Jul 12, 2026
A copyright infringement lawsuit has been filed by Cognella, Inc. against Anthropic PBC in the Northern District of California, alleging unauthorized use of Cognella’s educational materials to train AI models.
Published May 4, 2026 · Analyzed Jul 12, 2026
A federal lawsuit filed by Apple Inc. against an individual named Liu in the Northern District of California, docketed as case number 5:26-cv-07078, with no substantive details about claims, allegations, or context provided in the source.
Jul 12, 2026
Amazon QuickSight introduced Multi-Dataset Topics with AI-generated SQL capabilities, enabling natural-language chat queries across multiple independent datasets without pre-defined join logic.
Published Jul 7, 2026 · Analyzed Jul 12, 2026
Amazon Web Services published a technical blog post detailing seven supported data modeling patterns for multi-dataset relationships in Amazon QuickSight, including implementation steps, SQL examples, and explicit documentation of current limitations (e.g., inner-join-only behavior).
Published Jul 7, 2026 · Analyzed Jul 12, 2026
AWS announced a generative AI-powered email triage solution for public sector organizations using Amazon Bedrock, designed to automatically classify, route, and prioritize incoming constituent emails by department and urgency.
Published Jul 8, 2026 · Analyzed Jul 12, 2026
The article announces Grok 4.5's integration with 'SpaceXAI' as a milestone in AI advancement, though no verifiable technical details, benchmarks, or evidence of such integration are provided.
Published Jul 8, 2026 · Analyzed Jul 12, 2026
An analyst firm named Artificial Analysis published an 'Openness Index' measuring AI model transparency, but the article provides no details about methodology, scoring criteria, participating models, or validation.
Published Dec 1, 2025 · Analyzed Jul 12, 2026
An unnamed analyst publication released a benchmark analysis titled 'Muse Spark 1.1 (xhigh)' claiming intelligence, performance, and price evaluation — but provided no data, methodology, results, or verifiable context.
Jul 12, 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
