Who actually fits

Every match shows itsevidence and its concerns

Ranked on hard constraints first. Never a mystery score.

6hard constraints
2hops to almost anyone
0unexplained scores
The matches list with fit percentages, the reason each surfaced, and the concern beside it
01
The problem

A number with nothing behind it

Most matching hands you a percentage and no way to check it. You cannot see what produced it, so you either believe it or you ignore it. Most people ignore it.

Worse, the ones that look good often fail on something basic — wrong stage, wrong geography, a policy that excluded you before anyone looked.

02
What it is

Matches

Deals On ranks on hard constraints first, and only then on relationship paths and evidence.

Stage, sector, geography, ticket size, policy, exclusions. Those decide eligibility. Anything that fails them is filtered before ranking begins, so it never reaches your list at all.

The model explains a match. It never overrides the eligibility rules that produced it. And if the stage is wrong, that sits next to the fit instead of hidden behind it.

How it moves

Filter. Rank. Explain.

Step 01

Filter

Hard constraints decide who is eligible. Ineligible matches are removed, not ranked low.

Step 02

Rank

What remains is ordered on relationship paths and real evidence.

Step 03

Explain

Each row carries why it surfaced and what the concern is.

The surfaces

The same thing, everywhere you work.

Discover
Discover
Matches on a phone
Matches on a phone
Fit, reason and concern
Fit, reason and concern
Also in the app

Discover — the same graph, browsed by role

Matches on a phone
Discover — the same graph, browsed by role
In detail

What that actually means.

Four things worth knowing before you decide whether this is for you.

Constraints before cleverness

Eligibility is a rule, not a weight. A model cannot argue its way past it.

The concern is shown

Beside the fit, not underneath it. A 71% with a named stage concern is more useful than an unexplained 90%.

One list, every kind

A fund, an open lane and a company can sit in the same ranked list.

Ranked for now

Against your current intent, not your job title or last year’s round.

What it will not do

The model explains, it never decides

Eligibility is computed from rules you can read. The language model writes the reason afterwards — it has no ability to promote something the rules excluded.

Who it is for

Anyone tired of introductions that miss

If you have ever taken a meeting that failed on something knowable in advance, this is the part that removes those.

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