SaaS discovery is now AI-native.

Paste a URL. An agent crawls the product, screenshots it, and writes the listing in thirty seconds — then keeps reading it, forever.

01ABOVE λ

Ordinary liquid. Launch-day noise, ranked by whoever showed up — motion without direction.

No upvotes, no podium

Discovery is measurement. There is no vote to game.

Listings stay alive

Weekly re-crawls, free. Real change resurfaces the product.

Claims carry evidence

Verified, failed, or honestly unverifiable — with Atlas data.

The flow · today

Nothing has happened yet. When Atlas lists a product, a builder claims one, or a listing materially changes, it appears here in order — no ranking, no podium.

Products observed
Crawls / 24 hours
0
Material diffs today
Median ingest
The thirty-second demo

You paste. It reads. You publish.

Atlas renders your site in a real browser, captures the pages that matter, extracts facts against a schema, and drafts the listing. You get an editable draft — never an auto-published page.

01
The price is on the button

25 credits, held when the job starts. Never a surprise charge.

02
Failure costs nothing

If the crawl fails the hold is released in full, and the job says so itself.

03
You own the words

Every field is editable before publish, and after it.

What we are replacing

Launch day is theatre.
Improvement is the news.

The old ritual
  • A podium ranked by upvotes
  • Founder headshots and hype adjectives
  • “Please upvote” in your DMs at 6am
  • A listing that dies in 24 hours
  • Copy written by whoever wanted it most
Atlas
  • A flow of real events, in order
  • The product screenshot is the face
  • Nothing to game — there is no vote
  • Listings re-crawl themselves, weekly, free
  • Claims measured, with evidence attached
AI-native by construction

Ask in your words. Get products, not links.

Retrieval runs over the catalog we measured ourselves — full text and vectors, fused. The answer can only cite what came back. When nothing fits, it says so.

Grounded, or silent

“Nothing in the catalog does this yet” is a valid answer. We never invent a product to fill the page.

One credit, stated first

Answers cost a credit because they cost us something. Browsing, filters and product pages never do.

Readable by machines too

The same catalog is exposed over REST and MCP, so the assistant you already use can answer from it.

Readings

Every claim opens to its evidence.

A reading is a measurement, not an opinion: we probe uptime, re-read the pricing page against what the site claims, look for the feature, run the demo. Verdicts are verified, failed, or honestly unverifiable — each one showing the data behind it.

30d

before re-verification

0

claims taken on trust

Verified · failed · unverifiable

Three verdicts, and the third is used honestly rather than hidden.

the lambda point

The only thing we celebrate.

In physics, λ is where helium turns superfluid and flows without friction. Here it is the moment a product first sustains real outbound traffic — measured, not announced. It cannot be bought, and there is nothing to ask your friends for.

Distribution

Legible to people. Legible to agents.

The catalog is a first-class machine surface, not an afterthought: a keyed REST API, and an MCP server so the assistant answering “what should I use for this?” reads ground truth.

REST · /api/v1 · read endpoints work unkeyed
$ curl superfluidity.ai/api/v1/search?q=changelog
search_products

natural language + filters

get_product

facts, pricing, readings, evidence

get_alternatives

nearest products by embedding

Every public page ships JSON-LD, and the catalog describes itself in llms.txt for crawlers that prefer prose.

Credits

You pay for machine work.
Never for looking.

100 free credits a month, and packs that never expire. Monthly credits spend first, holds release when a job fails, and every movement is on a ledger you can read. No urgency banners, no countdown guilt — expiry is stated as a fact.

ask the catalog1
refresh a listing10
regenerate copy10
deep verification pass15
ingest a URL → listing25
claim your productfree
weekly re-crawlsfree
browsing, filters, pagesfree
Starter
100

$9 · never expires

Builder
500

$39 · never expires

Studio
2,000

$129 · never expires

Deleting a listing is free, instant and permanent — one confirmation, no retention offer. The inverse of the hostage pattern is a feature.

Put your product where the measuring happens.

Thirty seconds to a listing. Free to claim one Atlas already found. Free to delete, forever.