Almost no paid ads
One LinkedIn ad. No Meta ads for its name.
LinkedIn and Meta ad libraries via ScrapeCreators · 30 Oct
looot /gtm
One domain in. Accounts, buyers, rivals and ranks out. You see the price before anything paid runs.
/gtm yourdomain.com/gtm opens soon. It runs on your looot key.
answered in the TypeSafe run
Four steps. The first is free. Nothing paid starts before your yes.
brief
typed decisions for software
accounts
Vercel, Cloudflare, LangChain
people
nobody on file yet
$ /gtm yourdomain.comrival cards
rival launches in Oct
ads
one LinkedIn ad
Search + AI
#1 for jev ai model
Logo: who answered. Dashed: skipped, free.
A live run on 30 Oct 2026.
typesafe.ai
Jev returns typed decisions that software can act on.
Out of stealth on 15 Sep 2026. Series A less than four weeks later.
Hunter company profile · 30 Oct
Total raised and every dated event the run found.
total raised
$910M
swipe the chart
Sources the run returned
15 Sep · funding Out of stealth with a $40M seed
16 Sep · press Debuts a model for machines
18 Sep · press A new kind of AI model is thrilling developers
19 Sep · press Vercel and Cloudflare rushed to add it
19 Sep · community Reddit post "Jev is revolutionary", 194 upvotes
22 Sep · press Why everyone is talking about Jev
1 Oct · rivals A large cloud ships a free open source rival
9 Oct · funding Series A at a $7.5B valuation
12 Oct · rivals Decision models flood the market
14 Oct · hiring Hiring a Model Capabilities Engineer
15 Oct · hiring Hiring a Software Engineer Generalist
22 Oct · rivals A large lab makes its decision model widely available
27 Oct · community An open source Jev clone, 216 upvotes
One finding per part of the report, each with its source.
One LinkedIn ad. No Meta ads for its name.
LinkedIn and Meta ad libraries via ScrapeCreators · 30 Oct
A buyer question got a rival lab's API instead of Jev.
ChatGPT answer via Cloro · 30 Oct
Large labs and clouds shipped rival decision models in October.
Two engineering roles in San Francisco, posted mid October.
LinkedIn jobs via AnyAPI · 15 Oct
Next.js, React, TypeScript, Python, Kubernetes, Kafka, Terraform and AWS.
Hunter company profile · 30 Oct
One people call found nobody yet. The empty answer cost $0.
LeadMagic, one call · 30 Oct
The Companies API · 30 Oct
jev ai model
Google results via AnyAPI · 30 Oct
AI answer
Which model for fast typed decisions in an agent?
Jev not named. A rival lab's API was.
ChatGPT answer via Cloro · 30 Oct
What the run could not show
TypeSafe AI has no link to looot. This is public data, read by looot on 30 Oct 2026.
What the TypeSafe run cost, against its quote and its limit.
charged · typesafe.ai
$0.11
spending limit
$3.00
zoomed to the most it could cost
Every call, its provider and its charge. Misses stay in.
typesafe.ai · 2026-10-30
| part | job | provider | outcome | charged | run id |
|---|---|---|---|---|---|
| intake | web.scrape.markdown | Jina Reader | foundtypesafe.ai home page | $0.0001 | run_a06f46e869584160ae744f4bef06387f |
| icp | company.enrich | Hunterafter The Companies API | found on the second trytypesafe.ai | $0.0049 | run_211f6877e89c48ebadcd60ee11089041 |
| icp | company.technographics | BuiltWith | foundtypesafe.ai | $0 | run_d90dedfd44b346758a3a8204eb0a7f7f |
| signals | news.search | AnyAPI | foundTypeSafe AI Jev | $0.0010 | run_577f0017610b460281a64bc37fe3be3f |
| seo | google.serp.organic | AnyAPI | foundjev ai model | $0.0005 | run_d2c9df79b7cb4410adce557f8ed3a92b |
| market | company.traffic | Datagma | foundtypesafe.ai | $0.065 | run_865a462cfd6e4de5b50e77f2204bbaa8 |
| seo | keywords.domain.overview | DataForSEO | failedrejected before the call: wrong input field, no charge | $0 | run_6352834cfbfc4719b79876ab1f9ed177 |
| seo | keywords.domain.overview | DataForSEO | foundtypesafe.ai | $0.012 | run_591b901fde8c4472bf8ce5e7fbf3d61b |
| mentions | reddit.post.search | ScrapeCreators | foundJev TypeSafe | $0.0019 | run_9a1ec9f4ca1945eb94a4d878ce2c0457 |
| ads | ads.google.search | DataForSEO | failedrejected before the call: wrong input field, no charge | $0 | run_c87499ee830248db85e085e06a22974f |
| ads | ads.meta.search | ScrapeCreators | foundTypeSafe AI: no ad from TypeSafe in the results | $0.0019 | run_d5ff278b9a454ff0974c804c753d235d |
| ads | ads.linkedin.search | ScrapeCreators | foundTypeSafe AI | $0.0019 | run_a65e7b72d27c42808c6bf6e7904c5c88 |
| accounts | company.similar | The Companies API | came back emptytypesafe.ai: empty list, not billed | $0 | run_61b27fcdb58f465faba82b1e901ca4bf |
| competitors | news.search | AnyAPI | founddecision model rivals | $0.0010 | run_657fa714955a4af4b0c52f377d8c815b |
| signals | jobs.search | AnyAPI | failedrejected before the call: wrong input field, no charge | $0 | run_dddb9aeb65ff417988b7ccda8a5601a5 |
| people | people.search | LeadMagic | came back emptytypesafe.ai: nobody on file yet; a first provider also came back empty; not billed | $0 | run_1bdaf97b63f34d3bb7bbf064b0a223b3 |
| signals | jobs.search | AnyAPI | foundTypeSafe AI | $0.0006 | run_a819634db77d4242a84613fdb2fc89f3 |
| accounts | company.search | Anysite | came back emptyempty answer, billed | $0.0036 | run_7f2f788ef93d413eb3d57a8d742c7988 |
| seo | chatgpt.search.answer | Cloro | failedrejected before the call: missing country, no charge | $0 | run_650ebcbd613a40b286d078a0397d591d |
| seo | chatgpt.search.answer | Cloro | foundbuyer question about typed decisions | $0.0056 | run_a84605e6be564e62be8a9be7486022ea |
| accounts | company.search | Anysite | foundAI agent platform | $0.0036 | run_d0ea6285d72a432fa778a68354c20317 |
| accounts | company.enrich | The Companies API | foundvercel.com | $0.0019 | run_5d11e7c31c1b4680b4fbb7f83380a908 |
| accounts | company.enrich | The Companies API | foundcloudflare.com | $0.0019 | run_6adb3eb4e8954003a42db7ce68ddcc1e |
| accounts | company.enrich | The Companies API | foundlangchain.com | $0.0019 | run_db435f21ef1543ad9a6b4dcd700896b3 |
| accounts | company.enrich | Hunterafter The Companies API | found on the second tryjackandjill.ai | $0.0049 | run_99158ad2c1e4448082470b1e3a9ca186 |
receipt
$0.11
11 keys, 11 bills
Import files with verified emails only.
What lands in your gtm folder
The /gtm skill shows the price, waits for your yes, then runs.
# The skill file goes in
~/.claude/skills/gtm/SKILL.md
> /gtm yourdomain.comClaude Code reads skills here. Start a session, type /gtm and your domain.
Written into the skill file your agent reads. Tap one for the detail.
Every command that spends money shows the price first and asks. The quote and the demo never spend.
Your agent never skips the question before you said yes to that limit. Without a terminal to answer in, the command stops after the quote and spends nothing.
Your agent never raises the spending limit on its own. If the run needs more, it asks you for a higher limit or a smaller run.
If a command fails twice, the agent stops and shows you the error. It does not try other flags, other domains or other tools.
The agent never asks you to paste your looot key into the chat. You set it in your shell before you start.
Start your looot workspace. The same key pays for every provider in a /gtm run. You see each price first.