Companies107 Funding$41.6B Rounds77 ▼1 mo Investors75 Eng roles4352 ● data fresh
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Frontier Labs

fresh

Frontier Labs

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On a revenue trajectory that could triple to five times over next year. observed

fresh · evidence 8d ago 16 sources no confidence data
—/100
Developer momentum
Why this score? ↓

What we have established three decisions, kept apart

  1. 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. 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. 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

No standout signal or flag yet.

14 independent sources 0 promoted signals inspect the evidence →

Evaluation

How it's evaluated Four independent layers ▾

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Platform score derived
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Founder self-assessment claimed
11/100
Investor ratings opinion
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What people are saying 22 signals from 3 voices ▾
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.

Capital timeline every dated signal, across tiers

  1. rumor Reflection AI raises $2B to be America's open frontier AI lab ↗
  2. rumor Reflection AI raises $2B to be America's open frontier AI lab ↗

Community chatter Hacker News · Tier 3 · unverified manip. risk elevated · 0.46

Gray-market attention, not quality. 50+ HN mentions (peak 692 points). Claim-shaped headlines are rumors until corroborated — a Tier-3 factual claim carries no evidentiary weight on its own. Risk drivers: heavy gray-market attention. ▲ 692 xAI is looking more like a datacentre REIT than a frontier lab 2026-06-08 ↗

Raw observations 59 records ▾
AttributeValueKindSourceObservedStateConf.
common_name Frontier Labs observed artifact ↗ 2026-07-18 normalized 0.60
community.hn.max_points 692 observed artifact ↗ 2026-07-18 normalized 0.20
community.hn.mentions 50 observed artifact ↗ 2026-07-18 normalized 0.20
community.hn.rumors [{"url": "https://news.ycombinator.com/item?id=45536055", "title": "Reflection AI raises $2B to be America's open frontier AI lab", "points": 8, "created_at": "2025-10-10", "evidence_type": "rumor", " observed artifact ↗ 2026-07-18 superseded 0.20
community.hn.rumors [{"url": "https://news.ycombinator.com/item?id=45536055", "title": "Reflection AI raises $2B to be America's open frontier AI lab", "points": 8, "created_at": "2025-10-10", "evidence_type": "rumor", " observed artifact ↗ 2026-08-16 superseded 0.20
community.hn.rumors [{"url": "https://news.ycombinator.com/item?id=45536055", "title": "Reflection AI raises $2B to be America's open frontier AI lab", "points": 8, "created_at": "2025-10-10", "evidence_type": "rumor", " observed artifact ↗ 2025-10-11 superseded 0.20
community.hn.rumors [{"url": "https://news.ycombinator.com/item?id=45536055", "title": "Reflection AI raises $2B to be America's open frontier AI lab", "points": 8, "created_at": "2025-10-10", "evidence_type": "rumor", " observed artifact ↗ 2025-10-11 superseded 0.20
community.hn.rumors [{"url": "https://news.ycombinator.com/item?id=45536055", "title": "Reflection AI raises $2B to be America's open frontier AI lab", "points": 8, "created_at": "2025-10-10", "evidence_type": "rumor", " observed artifact ↗ 2025-10-11 superseded 0.20
community.hn.rumors [{"url": "https://news.ycombinator.com/item?id=45536055", "title": "Reflection AI raises $2B to be America's open frontier AI lab", "points": 8, "created_at": "2025-10-10", "evidence_type": "rumor", " observed artifact ↗ 2025-10-11 superseded 0.20
community.hn.rumors [{"url": "https://news.ycombinator.com/item?id=45536055", "title": "Reflection AI raises $2B to be America's open frontier AI lab", "points": 8, "created_at": "2025-10-10", "evidence_type": "rumor", " observed artifact ↗ 2025-10-11 superseded 0.20
community.hn.rumors [{"url": "https://news.ycombinator.com/item?id=45536055", "title": "Reflection AI raises $2B to be America's open frontier AI lab", "points": 8, "created_at": "2025-10-10", "evidence_type": "rumor", " observed artifact ↗ 2025-10-11 superseded 0.20
community.hn.rumors [{"url": "https://news.ycombinator.com/item?id=45536055", "title": "Reflection AI raises $2B to be America's open frontier AI lab", "points": 8, "created_at": "2025-10-10", "evidence_type": "rumor", " observed artifact ↗ 2025-10-11 normalized 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=48446428", "title": "xAI is looking more like a datacentre REIT than a frontier lab", "points": 692, "created_at": "2026-06-08"} observed artifact ↗ 2026-07-18 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=48446428", "title": "xAI is looking more like a datacentre REIT than a frontier lab", "points": 692, "created_at": "2026-06-08"} observed artifact ↗ 2026-08-16 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=48446428", "title": "xAI is looking more like a datacentre REIT than a frontier lab", "points": 692, "created_at": "2026-06-08"} observed artifact ↗ 2026-06-08 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=48446428", "title": "xAI is looking more like a datacentre REIT than a frontier lab", "points": 692, "created_at": "2026-06-08"} observed artifact ↗ 2026-06-08 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=48446428", "title": "xAI is looking more like a datacentre REIT than a frontier lab", "points": 692, "created_at": "2026-06-08"} observed artifact ↗ 2026-06-08 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=48446428", "title": "xAI is looking more like a datacentre REIT than a frontier lab", "points": 692, "created_at": "2026-06-08"} observed artifact ↗ 2026-06-08 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=48446428", "title": "xAI is looking more like a datacentre REIT than a frontier lab", "points": 692, "created_at": "2026-06-08"} observed artifact ↗ 2026-06-08 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=48446428", "title": "xAI is looking more like a datacentre REIT than a frontier lab", "points": 692, "created_at": "2026-06-08"} observed artifact ↗ 2026-06-08 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=48446428", "title": "xAI is looking more like a datacentre REIT than a frontier lab", "points": 692, "created_at": "2026-06-08"} observed artifact ↗ 2026-06-08 normalized 0.20
description On a revenue trajectory that could triple to five times over next year. observed artifact ↗ 2026-07-18 normalized 0.60
index.ai_tie PURE_AI observed classify 2026-07-25 derived 0.60
platform.index_excluded true derived calc 2026-10-09 normalized 0.99
sector emerging derived calc 2026-08-08 normalized 0.50
signal.commentary {"context": null, "run_ref": "01M2N2ERCSBZTE9SMSAECX3WX4", "signals": [{"quote": "the broad diffusion of this technology is the most critical thing because the benefits of this tech showing up everywh observed artifact ↗ 2026-09-15 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M2N2ERCSBZTE9SMSAECX3WX4", "signals": [{"quote": "the other aspect I think that is not talked about when we talk about control is actually the control that, for example observed artifact ↗ 2026-09-15 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M2N2ERCSBZTE9SMSAECX3WX4", "signals": [{"quote": "Then we get to what is, I think, a real issue of safety, and we should take it seriously, which is we should take all observed artifact ↗ 2026-09-15 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M2N2ERCSBZTE9SMSAECX3WX4", "signals": [{"quote": "And then there is real novel new stuff, right, which is what is this reward hacking that, you know, with these persist observed artifact ↗ 2026-09-15 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M2N2ERCSBZTE9SMSAECX3WX4", "signals": [{"quote": "I mean, I buy the argument that we do not understand the latent space, right? ... So I do think that in that sense, we observed artifact ↗ 2026-09-15 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M2N2ERCSBZTE9SMSAECX3WX4", "signals": [{"quote": "In fact, you can have multiple models, and you can look at the COT across those. I think these are all things that I t observed artifact ↗ 2026-09-15 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M2N2ERCSBZTE9SMSAECX3WX4", "signals": [{"quote": "I think what the Frontier Labs are saying is we are now going to slow down the pace of, let's say, raw power and shift observed artifact ↗ 2026-09-15 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M2N2ERCSBZTE9SMSAECX3WX4", "signals": [{"quote": "The argument is the frontier labs are facing token compression. Fifty bucks for OpenAI's kind of million token output observed artifact ↗ 2026-09-15 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M2N2ERCSBZTE9SMSAECX3WX4", "signals": [{"quote": "I think the fundamental thing that I think we're observing is good old-fashioned competition, right? I mean, for me, i observed artifact ↗ 2026-09-15 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M2N2ERCSBZTE9SMSAECX3WX4", "signals": [{"quote": "And that's good, quite frankly, because without it, I don't think we're going to have a broad frontier ecosystem or br observed artifact ↗ 2026-09-15 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M2N2ERCSBZTE9SMSAECX3WX4", "signals": [{"quote": "The model companies will do fine. In fact, you know, the Pareto, they can manage the token pricing based on their mode observed artifact ↗ 2026-09-15 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M2N2ERCSBZTE9SMSAECX3WX4", "signals": [{"quote": "I think the apps are going to become much more viable economically, which is great for the ecosystem. There are going observed artifact ↗ 2026-09-15 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M3ESNEZ3G2K9HV7P7YY7WXXX", "signals": [{"quote": "I have heard from people in Washington that they have been seeking something like that.", "stance": "neutral", "confid observed artifact ↗ 2026-09-26 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4G9C678A14R5Z1PZM5YDWVT", "signals": [{"quote": "there's a whole bunch of uh professionals and companies out there that are essentially underserved or unserved by the observed artifact ↗ 2026-10-03 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4G9C678A14R5Z1PZM5YDWVT", "signals": [{"quote": "the big labs won't even allow you to test that", "stance": "bearish", "confidence": 1, "signal_class": "criticism", "s observed artifact ↗ 2026-10-03 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4G9C678A14R5Z1PZM5YDWVT", "signals": [{"quote": "many of them our customers are still complaining about refusals. And these are big corporations, this is not just star observed artifact ↗ 2026-10-03 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4G9RPDDYA5AX1FWSAHHBP6W", "signals": [{"quote": "It's coming from the Frontier Labs who have learned that every time they put a release out that their products are inc observed artifact ↗ 2026-10-05 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4S682FPZ039VV3DEEGG9F3P", "signals": [{"quote": "Separately, I think it probably doesn't help with marketing. I think that the proposed slowdowns of the frontier labs observed artifact ↗ 2026-10-12 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4S682FPZ039VV3DEEGG9F3P", "signals": [{"quote": "One thing to remember is that the guys who run these companies are sort of selected for the ones who think, who though observed artifact ↗ 2026-10-12 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4S682FPZ039VV3DEEGG9F3P", "signals": [{"quote": "And so I think a lot of them are sort of like, well, the rest of the world isn't going to handle this in some sane way observed artifact ↗ 2026-10-12 derived 0.50
signal.commentary {"context": null, "run_ref": "01M4X5KP5Q1KTE850KTH934HJY", "signals": [{"quote": "When I talk to people at Frontier Labs, there's some people that have amazing jobs. There's some people that contribut observed artifact ↗ 2026-10-14 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4X5KP5Q1KTE850KTH934HJY", "signals": [{"quote": "there's a lot of data RL environment companies that are doing very, very well, selling both to the top two frontier la observed artifact ↗ 2026-10-14 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4X5KP5Q1KTE850KTH934HJY", "signals": [{"quote": "I think RSI maybe related to how much it's kind of hyped is a reason why we are afraid the Frontier Labs will pull awa observed artifact ↗ 2026-10-14 promoted 0.50
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