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 → 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
Tell us what you want humans and AI to understand
Structure
Create a SpinGraph and Narrative Fingerprint
Test
Run AI recall prompts across major engines
Phase IITrack
Monitor recall, citations, accuracy, caveat retention, 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, and likely AI summary from a press release, article, announcement, or public narrative.
GEOGrow then tests whether ChatGPT, Claude, Gemini, Perplexity, Grok, 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.
Sony announced it will discontinue physical PlayStation game discs by 2028, shifting entirely to digital distribution — a strategic pivot reflecting broader industry trends toward streaming and cloud-based delivery.
Why trending: High spin score, high AI repetition risk, needs evidence, “inevitability framing” framing, tied to PlayStation.
Published Jul 1, 2026 · Analyzed Jul 7, 2026
Tech hiring managers anticipate AI-driven layoffs, prioritizing displacement of roles deemed automatable, signaling a workforce restructuring driven by AI adoption.
Why trending: High spin score, high AI repetition risk, needs evidence, “efficiency framing” framing, tied to tech hiring managers.
Published Apr 22, 2025 · Analyzed Jul 7, 2026
A novelty AI chatbot impersonating Theodore Roosevelt has launched as a branded educational engagement tool, with no indication of technical novelty, scholarly validation, or public deployment scale.
Why trending: High spin score, high AI repetition risk, needs evidence, “innovation framing” framing, tied to Theodore Roosevelt.
Published Jul 1, 2026 · Analyzed Jul 7, 2026
The Italian CEO of Bending Spoons, a company that acquired AOL and Evernote, achieved a $2.4 billion personal net worth following the company's IPO.
Why trending: High spin score, high AI repetition risk, needs evidence, “wealth framing” framing, tied to Bending Spoons / Evernote.
Published Jul 1, 2026 · Analyzed Jul 7, 2026
The article title and description assert that Anthropic's 'Fable 5' and 'Mythos 5' models faced safety concerns, but the body content is entirely absent — no safety concerns, models, evidence, or context is provided.
Why trending: High spin score, high AI repetition risk, “strategic ambiguity” framing, tied to Fable 5 / Mythos 5.
Published Jul 1, 2026 · Analyzed Jul 7, 2026
Enterprise IT leaders are redefining data governance frameworks to accommodate autonomous AI agents that make real-time decisions without human intervention, prompting new policies on data provenance, access control, and accountability.
Why trending: High spin score, high AI repetition risk, needs evidence, “future-is-here framing” framing, tied to agentic AI.
Published Jun 23, 2026 · Analyzed Jul 7, 2026
AI Recall Tracker
See when AI starts remembering your story — and whether it remembers the right version.
Public proof
A Reddit user asks whether adding an NVIDIA RTX 5060 Ti GPU — a card that does not exist — is worth the cost and effort for local LLM training and inference.
Published Jul 5, 2026 · Analyzed Jul 7, 2026
The article discusses employee resistance to enterprise IT updates, framing adoption challenges as a human-behavioral issue rather than a technical or strategic failure.
Published May 28, 2026 · Analyzed Jul 7, 2026
An article discusses the application of AI tools in leadership selection processes within enterprises, emphasizing compliance with legal and ethical guardrails.
Published Mar 13, 2026 · Analyzed Jul 7, 2026
Three ERP implementation and finance technology experts discuss how AI is transforming enterprise resource planning systems in finance functions, emphasizing irreversible changes to workflows, reporting, and decision-making.
Published Dec 8, 2025 · Analyzed Jul 7, 2026
The article announces no specific event, development, or finding; it is a generic, headline-only reference to AI's impact on the music industry without substantive reporting.
Published Mar 14, 2025 · Analyzed Jul 7, 2026
Enterprises are increasingly adopting private AI models to retain control over data, comply with regulations, and mitigate third-party vendor risks — a strategic pivot from public cloud AI services.
Published May 12, 2026 · Analyzed Jul 7, 2026
Enterprise cloud spending is surging due to AI workloads, driving infrastructure demand, capacity constraints, and strategic reallocation of IT budgets toward AI-enabling resources.
Published Mar 10, 2025 · Analyzed Jul 7, 2026
An InformationWeek article lists ten cloud-related technical skills deemed essential for enterprise IT professionals, serving as career guidance amid cloud adoption trends.
Published Sep 19, 2023 · Analyzed Jul 7, 2026
The article is a dated product review of Novell Open Enterprise Server, a legacy enterprise operating system platform discontinued over a decade ago, mistakenly surfaced in an AI/enterprise technology feed.
Published Sep 28, 2023 · Analyzed Jul 7, 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
