Narrative intelligence · First observed recall · Receipts, not screenshots

Know the moment AI knows your story

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

From story to AI recall

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 II

Track

Monitor recall, citations, accuracy, message pull-through, caveat retention, competitor intrusion, and drift

Phase II

Improve

Use GEOGrow recommendations to close the recall gap

Phase II

Stuff That Spins × GEOGrow

Grow Where AI Looks

Stuff That Spins structures the story. GEOGrow tracks AI recall.

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

Product ladder

SpinGraph structures the story. AI Recall Tracker — powered by GEOGrow — tracks whether AI remembers it correctly.

Before publishing

Coming soon

SpinTest

Pre-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

  • Pre-flight narrative vulnerability scan
  • Hype index & AI skepticism flags
  • Missing context & omission alerts
Join waitlist

At publishing

Start here

SpinGraph

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

  • Narrative Fingerprint extraction
  • Published SpinGraph page + .md export
  • Claims, entities, caveats & frame
Get started

After publishing

Phase II

AI Recall Tracker

See 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

  • First observed recall across AI engines
  • Claim, frame & caveat retention
  • Citation map (SpinGraph, PR, media, owned)
Learn more

Improve & re-test

Phase II

GEOGrow Action Plan

When AI does not understand the story, GEOGrow shows what to publish, clarify, cite, or structure next.

Included with recall tracking

  • Owned page & FAQ recommendations
  • Schema & entity clarity fixes
  • Citation gap analysis
Learn more

Narrative Radar

What’s gaining spin, risk, or AI-recall potential?

Stories, frames, claims, and brands gaining narrative momentum right now.

View Trending
SPIN Processed News Frame: The Fog

Anthropic Claude Evaluation Misconfiguration Leads to AI-Driven Cybersecurity Incidents and Supply Chain Risks: Incident Analysis and Mitigation - Rescana

A third-party security firm named Rescana reported that a misconfiguration in Anthropic's Claude evaluation process created cybersecurity vulnerabilities and supply chain risks, though the article provides no details about the incident, its scope, or verification.

Why trending: High spin score, high AI repetition risk, needs evidence, “strategic ambiguity” framing, tied to Rescana.

Spin 85% Needs Evidence AI Risk High
Google News: Anthropic

Aug 2, 2026

SPIN Processed News Frame: The Hype

Claude Opus 5 pushes prompt-to-game AI from rough color blocks to full 3D prototypes with physics and music - the-decoder.com

Anthropic's Claude Opus 5 model demonstrates improved multimodal generation capabilities for game prototyping, translating text prompts into 3D scenes with basic physics and audio elements — though no technical specifications, benchmarks, or independent validation are provided.

Why trending: High spin score, high AI repetition risk, needs evidence, “breakthrough framing” framing, tied to Claude Opus 5.

Spin 84% Needs Evidence AI Risk High
Google News: Anthropic

Aug 2, 2026

SPIN Processed News Frame: The Hype

DARPA's own program documents, from 2011, literally say the research could offer 'hugely extended human lifespan.' Not a headline. Not a tweet. The agency's own words, over a decade before anyone was talking about this. Real declassified program, real dossier.

A Reddit user shared a declassified DARPA program document from 2011 referencing 'hugely extended human lifespan' as a potential research outcome, presenting it as evidence of long-standing official interest in radical life extension.

Why trending: High spin score, high AI repetition risk, needs evidence, “breakthrough framing” framing, tied to DARPA.

Spin 75% Needs Evidence AI Risk High
Reddit r/singularity

Aug 2, 2026

SPIN Processed News Frame: The Stampede

Jensen Huang says ‘a lot’ of six-figure jobs in plumbing and construction will soon be unlocked because someone needs to build new AI centers

NVIDIA CEO Jensen Huang reportedly claimed that AI infrastructure expansion will create many six-figure jobs in plumbing and construction, positioning physical labor as a beneficiary of AI growth.

Why trending: High spin score, high AI repetition risk, needs evidence, “future-is-here framing” framing, tied to Jensen Huang.

Spin 75% Needs Evidence AI Risk High
Reddit r/singularity

Aug 2, 2026

SPIN Processed News Frame: The Fog

US orders Anthropic to disable AI models for all foreign nationals - Al Jazeera

The U.S. government directed Anthropic to restrict access to its AI models for all foreign nationals, raising questions about export controls, national security policy, and the operational impact on global AI development and deployment.

Why trending: High spin score, high AI repetition risk, needs evidence, “strategic ambiguity” framing, tied to Anthropic.

Spin 85% Needs Evidence AI Risk High
Google News: Anthropic

Published Jun 13, 2026 · Analyzed Aug 2, 2026

SPIN Processed News Frame: The Halo

Anthropic releases Claude Fable, a version of Mythos, days after warning AI is becoming too dangerous - TechCrunch

Anthropic released Claude Fable, a variant of its Mythos system, shortly after issuing public warnings about AI danger — creating tension between its safety advocacy and product rollout timing.

Why trending: High spin score, high AI repetition risk, needs evidence, “responsible AI framing” framing, tied to Anthropic / Claude Fable.

Spin 85% Needs Evidence AI Risk High
Google News: Anthropic

Published Jun 9, 2026 · Analyzed Aug 2, 2026

AI Recall Tracker

What AI Recall Tracker answers

See when AI starts remembering your story — and whether it remembers the right version.

  • Do AI engines know this story exists?
  • When was it first observed in AI answers?
  • Which models recall it?
  • Do they explain it accurately?
  • What sources do they cite?
  • Do they associate the idea with your brand?
  • Do they preserve the caveats?
  • Are competitors showing up instead?
  • Is the story drifting, flattening, or being misremembered?
Explore AI Recall Tracker →
SPIN Processed News Frame: The Fog

Meshdiff – visually compare two STL versions in the browser, client-side

A browser-based, client-side tool called Meshdiff enables visual comparison of two STL 3D model files without server upload, addressing a niche but practical need in 3D printing and CAD workflows.

Spin 10% Claim Present in Source
Hacker News Front Page

Aug 2, 2026

SPIN Processed News Frame: none

F*: A general-purpose proof-oriented programming language

A forum thread on Hacker News discusses F*, a general-purpose proof-oriented programming language, with user comments reflecting technical interest and debate.

Spin 0% Needs Evidence
Hacker News Front Page

Aug 2, 2026

SPIN Processed News Frame: The Fog

Show HN: NixOS-DGX-Spark – Nix and NixOS on the DGX Spark

A Hacker News post titled 'Show HN: NixOS-DGX-Spark – Nix and NixOS on the DGX Spark' announces an experimental integration of NixOS with NVIDIA's DGX Spark platform, but provides no technical details, demonstration, or verifiable evidence of functionality.

Spin 25% Claim Present in Source
Hacker News Front Page

Aug 2, 2026

SPIN Processed News Frame: The Fog

Twenty Years of RISC OS Open

A Hacker News thread titled 'Twenty Years of RISC OS Open' contains user comments discussing the open-source RISC OS operating system’s longevity, niche relevance, and community-driven development — with no reported event, announcement, or new technical development.

Spin 0% Needs Evidence
Hacker News Front Page

Aug 2, 2026

SPIN Processed News Frame: The Fog

Karpathy’s Pelican

No substantive article content was provided — only a forum title and metadata indicating a Hacker News discussion thread titled 'Karpathy’s Pelican' with no body text, claims, or narrative.

Spin 0% Needs Evidence
Hacker News Front Page

Aug 2, 2026

SPIN Processed News Frame: The Fog

Show HN: Kakehashi – Experimental userspace to run macOS binaries on Linux ARM

A forum post announces 'Kakehashi', an experimental userspace tool enabling macOS binaries to run on Linux ARM systems, with no technical details, verification, or evidence provided.

Spin 35% Claim Present in Source
Hacker News Front Page

Aug 2, 2026

SPIN Processed News Frame: The Fog

The Coldcard Disaster Gets Worse: The Hack May Have Reached $88.6M

A forum thread on Hacker News discusses escalating concerns about a security incident involving Coldcard hardware wallets, with unverified claims of up to $88.6M in potential losses.

Spin 30% Needs Evidence AI Risk Moderate
Hacker News Front Page

Aug 2, 2026

SPIN Processed News Frame: The Fog

How the words we teach English language learners changed

A Hacker News thread titled 'How the words we teach English language learners changed' contains only the word 'Comments' as its body content, offering no factual reporting, analysis, or verifiable information about pedagogical shifts, linguistic research, or AI applications.

Spin 0% Needs Evidence
Hacker News Front Page

Aug 2, 2026

SPIN Processed News Frame: The Fog

Do you see Al replacing around 90%-99% of white collar work force anytime soon?

A Reddit user questions the accuracy of a past prediction by Dario Amodei about AI replacing over half the workforce, reposting the query from r/agi to r/singularity to gauge community consensus on near-term AI-driven white-collar job displacement.

Spin 60% Needs Evidence AI Risk Moderate
Reddit r/singularity

Aug 2, 2026

Sample report

See a recall report in action

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

Three layers, one system

Public Proof Layer

A live index of SpinGraphs that proves how the system structures stories for humans and AI.

  • Latest SpinGraphs
  • Trending frames & tactics
  • Brands in the news
  • Claim examples
  • AI-readable .md pages
  • llms.txt exports
  • Sample recall reports

Story Intelligence Layer

Paid tools for brands, agencies, and comms teams that need to structure and monitor important stories.

  • Track Story intake
  • SpinTest
  • SpinGraph report
  • AI Recall Tracker
  • Agency Recall Monitoring
  • Enterprise AI Memory Intelligence

AI Recall Layer

Powered by GEOGrow: test whether AI engines understand, cite, and remember the right version.

  • Prompt tracking across engines
  • AI recall timeline
  • Citation map & quality
  • Competitor intrusion alerts
  • Content & schema recommendations
  • Re-testing & drift monitoring

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