River · VIX

River

current — rebuilt moments ago

What we have established three decisions, kept apart

1 Identity verified Not recorded

No person- or entity-level identity check is on record for this company. A name match is not one.
2 Evidence sufficient to publish Not yet

The inclusion bar: two or more independent sourced evidence families. This profile is reachable but not in the ranked index. It is a statement about how much evidence we hold, and about nothing else.
3 Fit for a seed/Series-A sourcing buyer Not established

We have not established fit. That is not a soft no and not a soft yes — it is unknown, and it is never counted as a qualified prospect.

Funding

no round

Adoption

no signal

downloads / week

Developer

not scored

momentum / 100

Hiring

no board

eng openings

Commercial

not checked

homepage

Traction

No traction data yet. This category is part of the record and will populate as evidence is collected or the founder provides it.

Current round

No fundraising data yet. This category is part of the record and will populate as evidence is collected or the founder provides it.

Opportunity & risk

⚠Thin evidence base — few independent signals collected so far.

2 independent sources 0 promoted signals inspect the evidence →

Evaluation

How it's evaluated Four independent layers ▾

No single number decides. Layers can disagree — that's the point. New to this? →

Platform score derived

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Founder self-assessment claimed

8/100

Investor ratings opinion

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Expert ratings opinion

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Rate this company Investor or expert role required ▾

—/5 · 0 investors

What people are saying 1 signal from 1 voice ▾

bullish fact_claim Jess Hertz

And we have this amazing tool called River. And River is basically an agent that lives within our Slack. And you describe a task in a public channel, it all has to be out in the open in public. So that's a feature, not a bug. And it can read code, it can run tests, and it lives in about 10,000 channels in the company. About 90% of employees have used it. It's run 275,000 sessions, and it's taken 15 million actions in five months. And it has this profound effect on, you know, how we work as a com

Technology No signals collected yet ▾

No technology data yet. This category is part of the record and will populate as evidence is collected or the founder provides it.

Team & hiring No signals collected yet ▾

No team & hiring data yet. This category is part of the record and will populate as evidence is collected or the founder provides it.

Market & funding stage No signals collected yet ▾

No market & funding stage data yet. This category is part of the record and will populate as evidence is collected or the founder provides it.

Evidence & scoring

Why this score? Score breakdown ▾

No score breakdown data yet. This category is part of the record and will populate as evidence is collected or the founder provides it.

Raw observations 4 records ▾

Attribute	Value	Kind	Source	Observed	State	Conf.
`common_name`	River	observed	artifact ↗	2026-10-01	normalized	0.60
`description`	Ray discusses River as an in-person event and social platform turning audiences into communities.	observed	artifact ↗	2026-10-01	normalized	0.60
`signal.commentary`	{"context": null, "run_ref": "01M4JFKNS77KTNGHARGSQSFQMV", "signals": [{"quote": "And we have this amazing tool called River. And River is basically an agent that lives within our Slack. And you descr	observed	artifact ↗	2026-09-01	promoted	0.50
`source.document.reference`	{"kind": "podcast", "title": "When AI agents do your shopping, everything changes, with Shopify’s Jess Hertz — river", "source_id": "01M3VJ77FJTRK6TW040SX1X7R8-m-5f5a8ed8f139be6d", "extract_ref": "art	observed	artifact ↗	2026-09-01	normalized	0.95