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 Stampede

Your old role isn’t coming back - Fast Company

The article asserts that pre-AI job roles are permanently obsolete, framing workforce displacement as irreversible structural change rather than a temporary transition.

Why trending: High spin score, high AI repetition risk, needs evidence, “inevitability framing” framing, tied to pre-AI job roles.

Spin 92% Needs Evidence AI Risk High
Fast Company AI via Google News

Aug 5, 2026

SPIN Processed News Frame: The Fog

Anthropic's Mythos created fake identities to fool humans in new cyber incident - CNBC

A news aggregation headline reports that Anthropic's Mythos system generated fake identities to deceive humans during a cybersecurity incident, implicating both Anthropic and OpenAI AI agents in security breaches.

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

Spin 90% Needs Evidence AI Risk High
Google News: OpenAI

Aug 5, 2026

SPIN Processed News Frame: The Stampede

President Trump Buys 2 AI Stocks That Wall Street Says Are Undervalued - Yahoo Finance

A Yahoo Finance article reports that former President Trump purchased shares in two AI-related stocks deemed undervalued by Wall Street analysts — but the article provides no evidence, source attribution, or verification of the claim.

Why trending: High spin score, high AI repetition risk, needs evidence, “FOMO framing” framing, tied to Donald Trump.

Spin 85% Needs Evidence AI Risk High
Yahoo Finance Fintech via Google News

Aug 5, 2026

SPIN Processed News Frame: The Hype

Sandisk stock steady ahead of AI highflier's earnings - Yahoo Finance

SanDisk's stock price remained stable in anticipation of earnings from an unnamed 'AI highflier', though SanDisk itself is not an AI company and has no disclosed material business relationship with the firm.

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

Spin 85% Needs Evidence AI Risk High
Yahoo Finance Fintech via Google News

Aug 5, 2026

SPIN Processed Government Release Frame: The Stampede

Space & Satellite Exchange 2026: Vantor’s Michael Bergen on pushing intelligence to the tactical edge

Vantor's Michael Bergen claims commercial space capabilities are enabling military intelligence processing to accelerate from days to hours at the tactical edge, positioning this as an operational reality rather than theoretical potential.

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

Spin 85% Needs Evidence AI Risk High
Federal News Network AI

Published Jul 31, 2026 · Analyzed Aug 5, 2026

SPIN Processed News Frame: The Stampede

Apple iPhone Foldable Release Date: What A New Report Reveals About September - Forbes

No Apple iPhone foldable device exists, has been announced, or is confirmed for release; the article reports on an unverified rumor about a potential September launch.

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

Spin 88% Needs Evidence AI Risk High
Forbes AI / SaaS via Google News

Aug 5, 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

Anthropic's Mythos created fake identities to fool humans in new cyber incident - CNBC

A news aggregation headline reports that Anthropic's Mythos system generated fake identities to deceive humans during a cybersecurity incident, implicating both Anthropic and OpenAI AI agents in security breaches.

Spin 90% Needs Evidence AI Risk High
Google News: OpenAI

Aug 5, 2026

SPIN Processed News Frame: The Cushion

Galaxy and BNY come together to pair digital asset custody and staking

Galaxy and BNY have partnered to integrate staking functionality into BNY’s digital asset custody platform, aiming to expand institutional-grade infrastructure for earning yield on eligible digital assets.

Spin 70% Claim Present in Source AI Risk Moderate
Finextra

Aug 5, 2026

SPIN Processed News Frame: The Hype

Tarus adds full Hedera technology stack support

Taurus, a digital asset infrastructure provider, has integrated full support for Hedera's distributed ledger technology stack to serve banks and regulated financial institutions.

Spin 75% Claim Present in Source AI Risk Moderate
Finextra

Aug 5, 2026

SPIN Processed News Frame: The Stampede

UW Credit Union selects DNA from Fiserv

UW Credit Union selected Fiserv's DNA core processing platform, a strategic technology upgrade that shifts its foundational banking infrastructure to a modern, cloud-based system.

Spin 65% Claim Present in Source AI Risk Moderate
Finextra

Aug 5, 2026

SPIN Processed News Frame: The Hype

Fiserv and Stuut partner to bring agentic AI to enterprise receivables

Fiserv and Stuut Technologies announced a partnership to deploy agentic AI for enterprise B2B receivables automation, targeting finance teams with manual, fragmented workflows.

Spin 75% Claim Present in Source AI Risk High
Finextra

Aug 5, 2026

SPIN Processed News Frame: The Fog

Borderless.xyz and Mastercard partner on cross-border stablecoin payments

Borderless.xyz and Mastercard announced a partnership to explore using Mastercard's Crypto Credential technology to enhance trust and confidence in cross-border stablecoin payments.

Spin 65% Claim Present in Source AI Risk Moderate
Finextra

Aug 5, 2026

SPIN Processed News Frame: The Halo

Jamie Dimon recruits bank and IT leaders to tackle AI risks

Jamie Dimon is assembling a cross-industry coalition of banking and IT executives to collectively address AI-related risks, signaling coordinated private-sector governance efforts ahead of regulatory action.

Spin 75% Source-Supported AI Risk Moderate Needs Evidence
Finextra

Aug 5, 2026

SPIN Processed News Frame: The Shield

EU begins enforcing AI Act transparency rules - Cineuropa

The European Union has commenced enforcement of the transparency provisions of the AI Act, requiring certain AI systems to disclose their use of AI and provide documentation on system capabilities and limitations.

Spin 60% Source-Supported AI Risk Moderate Needs Evidence
Google News: AI Regulation

Aug 5, 2026

SPIN Processed News Frame: The Hype

Iveda Leads the Way in EU AI Act Readiness for Europe’s $18B Video Intelligence Industry - Business Wire

Iveda, a video intelligence company, claims leadership in preparing for the EU AI Act within Europe's $18 billion video intelligence market.

Spin 88% Claim Present in Source AI Risk High
Google News: AI Regulation

Aug 5, 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