Demo tour

First time here? Start like this

Search a word — try Claude OpenAI MCP or use the search box at the top. It first looks through collected conversation; for a word that is not there, the results page offers Search the web now (3 per visitor).
See whether it matters — the big verdict on this page (calm / watch / rising / alert) answers "do we need to act now?"; below it are the stories driving it and the rules that fired.
Triage mentions — on the Mentions page, mark each one to do / done / ignored, like an inbox.
Add your own subscription — on the Subscriptions page, enter a brand name and its usual spellings; verdicts and mentions then filter by it. For a new name, run Search the web now once on the mentions page to get data; a self-hosted install collects on a schedule.

Your changes are visible only to you; press Reset in the yellow bar at the top to start over at any time.

How to read this page: verdict first → then the stories driving it → then the caliber (Zone 7, every threshold printed)

01Verdict · OpenAI · 7d

Calm

Nothing needs action right now.

Evidence quality · high75/100

Evidence quality = how hard the evidence is (sample, sources, baseline, freshness), not how severe things are. The verdict and the evidence score are two different things.

google-news, lemmy, bluesky, hn, gdelt-news, reddit are newly connected (294 mentions) with no history, so they are left out of the volume ratio.
Volume 0.0× baseline, 8% negative: both under the watch line.
To reach Watch: 45 more negative mentions

Triage inbox

02Key numbers

294 Mentions 294 from newly connected sources: not comparable with the previous window Measured · n=294 8% Negative share 23 / 294 Estimated · lexicon 6 Active stories multi-mention story clusters Estimated · cluster 6/ 6 Sources sources with data Measured

03Volume & sentiment

294 mentions in 7d, no baseline yet

Measured · Estimated

Daily mentions

Sentiment split

Positive23%68 Neutral69%203 Negative8%23

Daily mean sentiment (−1 to +1; days without mentions break the line, never interpolated)

04Stories driving it

Story clusters ranked by mentions

Estimated

1
OpenAI models are coming to Google Cloud 8 mentions · Negative 0% · first seen google-news · 3 Source
2
OpenAI Expands ChatGPT Ads to 26 New Countries - PYMNTS.com 7 mentions · Negative 0% · first seen google-news · 2 Source
3
Uber gives more than 30 , 000 staff OpenAI ChatGPT Work agent 7 mentions · Negative 0% · first seen google-news · 2 Source
4
Anthropic takes on Meta Muse and OpenAI Dots with Claude Duet - Music Ally 7 mentions · Negative 0% · first seen google-news
5
Harrison Chase expands LangChain’s AI agent tools LangChain co-founder and CEO Harrison Chase discusses AI ap… 4 mentions · Negative 0% · first seen bluesky
6
OpenAI CLI 3 mentions · Negative 0% · first seen hn · 2 Source

05Source × sentiment

Source

Source	n	Share	Negative	Mean
google-news	161	55%	6	+0.09
lemmy	44	15%	10	+0.03
bluesky	41	14%	3	+0.05
hn	41	14%	4	+0.03
gdelt-news	5	2%	0	+0.10
reddit	2	1%	0	+0.45

06Data health

Data sources

Source	Status	Last stored	In window	Total
google-news	Fresh	just now	161	314
hn	Fresh	just now	41	134
bluesky	Fresh	just now	41	130
lemmy	Fresh	just now	44	114
gdelt-news	Fresh	just now	5	89
reddit	Fresh	just now	2	43

07Caliber & assumptions

Verdict rules · Evidence-quality breakdown

Condition	Result
n < 5	Insufficient data
Mentions ≥ 3.0× Baseline & Negative share ≥ 30%	Alert
≥ 2.0× Baseline \| Negative share ≥ 35%	Elevated
≥ 1.5× Baseline \| Negative share ≥ 20%	Watch
—	Calm
Baseline = mean daily mentions over the 28 days before the window × window days. Sources with no history before the window are excluded from the ratio (counted in every other number).

Part	Score
Sample size (50+ mentions = full)	30 / 30
Source spread (3+ sources = full)	20 / 20
Comparable baseline (share of mentions from sources with history)	0 / 25
Sentiment backend (lexicon baseline)	5 / 5
Freshness (newest mention ≤6h = full)	20 / 20
Evidence quality	75 / 100