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 factual event occurred — the article falsely claims Apple filed a lawsuit against OpenAI, when no such lawsuit exists.
Why trending: High spin score, high AI repetition risk, contradicted verification status, “fabricated_event_framing” 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
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
Anthropic's Claude Code developer tool now includes an integrated browser enabling AI-driven navigation, reading, and limited interaction with external websites within the IDE, with safety gates for write actions.
Jul 12, 2026
A Pangram analysis found that 41% of long-form posts on LinkedIn are flagged as AI-generated — the highest rate among five social platforms studied — and LinkedIn contributed nearly two-thirds of all AI-flagged content despite comprising only one-third of total posts scanned.
Jul 12, 2026
OpenRouter published updated API pricing and benchmark results for xAI's Grok models, positioning them competitively against other large language models in developer-facing cost-performance trade-offs.
Published Jul 8, 2026 · Analyzed Jul 12, 2026
The Allen Institute for AI (AI2) is presented on Product Hunt as a mission-driven entity advancing AI 'for the Common Good', signaling buyer interest or validation in its public-interest framing rather than a specific product launch or technical update.
Published Jun 2, 2022 · Analyzed Jul 12, 2026
ServiceBeard is a new tool launched on Product Hunt that claims to synchronize email inboxes with issue-tracking systems, aiming to reduce manual triage overhead for engineering and support teams.
Jul 12, 2026
Miora is a new AI-powered creative tool launched on Product Hunt that offers an editable canvas interface with agent memory functionality, positioning itself as a platform for scaling individual creativity.
Jul 12, 2026
A press release from the Family Research Council commemorates the death of Senator Lindsey Graham, framing his legacy around moral courage and leadership.
Jul 12, 2026
A PR Newswire press release promotes Morikol® Marine Collagen Tripeptides as a peptide supplement for joint, skin, and hair wellness, positioning PureHealth Research as an observer of rising consumer interest in peptide-based nutrition.
Jul 12, 2026
A PR Newswire press release about furnace installation costs in Saratoga, NY, misclassified into an AI/technology feed despite containing no AI, machine learning, or computational content.
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
