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.
An AI system identified previously undetected slow-slip movements along the San Andreas Fault, suggesting new capabilities for seismic monitoring and early warning.
Why trending: High spin score, high AI repetition risk, needs evidence, “breakthrough framing” framing, tied to San Andreas Fault.
Jul 11, 2026
An unverified claim about a non-existent AI model 'GPT-5.6 Luna Pro' appears in an OpenRouter listing, misrepresenting versioning, capabilities, and availability — undermining trust in API aggregation platforms and developer tooling.
Why trending: High spin score, high AI repetition risk, needs evidence, “strategic ambiguity” framing, tied to GPT-5.6 Luna Pro.
Jul 11, 2026
Apple filed a lawsuit against OpenAI alleging theft of trade secrets, marking a significant escalation in legal tensions between major tech firms over AI intellectual property.
Why trending: High spin score, high AI repetition risk, needs evidence, “strategic ambiguity” framing, tied to Apple / OpenAI.
Jul 11, 2026
The article poses a question about governmental safety validation of OpenAI's frontier model but provides no answer, factual detail, or official process description — functioning as a headline-driven prompt without substantive reporting.
Why trending: High spin score, high AI repetition risk, needs evidence, “strategic ambiguity” framing, tied to OpenAI / frontier model.
Jul 11, 2026
The article announces a projected $2.5 trillion AI market by 2026 and frames it as an imminent, transformative investment boom requiring strategic navigation.
Why trending: High spin score, high AI repetition risk, needs evidence, “future-is-here framing” framing, tied to Intellectia AI.
Jul 11, 2026
Meta's stock experienced its strongest weekly performance in years following the announcement or perceived market impact of its Muse image-generation tool, though the article provides no causal evidence, timeline, financial metrics, or product details.
Why trending: High spin score, high AI repetition risk, needs evidence, “FOMO framing” framing, tied to Muse.
Jul 11, 2026
AI Recall Tracker
See when AI starts remembering your story — and whether it remembers the right version.
Public proof
A minor software patch (llm 0.31.1) fixes a JSON serialization bug in OpenAI Chat Completion endpoint handling when tool calls contain empty arguments, discovered during testing of the llm-meta-ai plugin.
Jul 11, 2026
A developer released an open-source command-line tool called llm-meta-ai 0.1 that enables local execution of prompts against a newly named model, muse-spark-1.1, with no details on the model’s origin, architecture, or validation.
Jul 11, 2026
Meta released Muse Spark 1.1, an updated open-weight LLM with API access and claimed improvements in agentic tool use and computer interaction, accompanied by a developer-facing evaluation report and CLI plugin.
Jul 11, 2026
OpenAI announced functional segmentation between cloud-based and desktop-based ChatGPT Work environments, with no cross-device synchronization of conversations or local files at launch.
Jul 11, 2026
Nilay Patel argues that viable consumer-grade augmented reality glasses require continuous eye-level camera recording and cloud-based processing, creating unavoidable privacy trade-offs that may justify halting development.
Jul 11, 2026
Seefy is a new AI-powered tool launched on Product Hunt that claims to convert event attendance data into actionable sales pipeline intelligence.
Published Nov 28, 2025 · Analyzed Jul 11, 2026
Newsadoo launched on Product Hunt as an AI-powered news personalization tool, positioning itself as a solution to information overload by curating articles based on user interests.
Published Dec 20, 2022 · Analyzed Jul 11, 2026
Reka Vision, a new multimodal AI model, was launched on Product Hunt as a 'vision-language model' emphasizing interpretability and real-time visual reasoning, positioning itself as a transparent alternative to opaque foundation models.
Published Jul 10, 2025 · Analyzed Jul 11, 2026
Basedash launched an AI-native business intelligence platform on Product Hunt, positioning itself as an AI data analyst tool for developers and product teams.
Published Jun 2, 2022 · Analyzed Jul 11, 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
