Companies104 Funding$41.8B Rounds76 ▼1 mo Investors69 Eng roles4177 ● data fresh
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DeepSeek

fresh

DeepSeek

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Chinese frontier AI lab known for efficient open-weight reasoning and coding models. observed

fresh · evidence 9d ago 20 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

Composite signal v0 insufficient evidence — 1 of 5 components

Five evidence lanes (activity, capital, infra, hiring, ecosystem) as within-cohort percentiles, combined with evidence-breadth weights over the 60-company baseline cohort. The ± band widens with missing lanes — it measures what the score stands on. Scores publish at 2+ evidence lanes; this company's tape carries 1 (60 signals/60d), so no number is claimed.

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.

19 independent sources 1 promoted signal latest signal 2026-07-16 inspect the evidence →

Intelligence signals registry · promoted

Cross-source signals that survived the scoring gauntlet or were hand-curated. ✓ verified = bound to an exact transcript passage with a voiceprint-confirmed speaker.

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
—
Founder self-assessment claimed
11/100
Investor ratings opinion
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Expert ratings opinion
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—/5 · 0 investors

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What people are saying 54 signals from 5 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.

Community chatter Hacker News · Tier 3 · unverified manip. risk low · 0.2

Gray-market attention, not quality. 50+ HN mentions (peak 2091 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. ▲ 2091 DeepSeek v4 2026-04-24 ↗

Raw observations 86 records ▾
AttributeValueKindSourceObservedStateConf.
common_name DeepSeek observed notion 2026-07-22 normalized 0.60
community.hn.max_points 2091 observed artifact ↗ 2026-08-16 normalized 0.20
community.hn.mentions 50 observed artifact ↗ 2026-08-16 normalized 0.20
community.hn.rumors [] observed artifact ↗ 2026-08-16 normalized 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=47884971", "title": "DeepSeek v4", "points": 2091, "created_at": "2026-04-24"} observed artifact ↗ 2026-08-16 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=47884971", "title": "DeepSeek v4", "points": 2091, "created_at": "2026-04-24"} observed artifact ↗ 2026-04-24 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=47884971", "title": "DeepSeek v4", "points": 2091, "created_at": "2026-04-24"} observed artifact ↗ 2026-04-24 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=47884971", "title": "DeepSeek v4", "points": 2091, "created_at": "2026-04-24"} observed artifact ↗ 2026-04-24 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=47884971", "title": "DeepSeek v4", "points": 2091, "created_at": "2026-04-24"} observed artifact ↗ 2026-04-24 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=47884971", "title": "DeepSeek v4", "points": 2091, "created_at": "2026-04-24"} observed artifact ↗ 2026-04-24 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=47884971", "title": "DeepSeek v4", "points": 2091, "created_at": "2026-04-24"} observed artifact ↗ 2026-04-24 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=47884971", "title": "DeepSeek v4", "points": 2091, "created_at": "2026-04-24"} observed artifact ↗ 2026-04-24 normalized 0.20
description Chinese frontier AI lab known for efficient open-weight reasoning and coding models. observed notion 2026-07-22 normalized 0.60
index.ai_tie PURE_AI observed classify 2026-07-25 derived 0.60
registry.signals [{"claim": "Moonshot AI released Kimi K3, a 2.8-trillion-parameter open-source model claiming to be the world's largest, with benchmarks rivaling top proprietary systems from Anthropic and OpenAI.", " observed artifact ↗ 2026-07-22 superseded 0.60
registry.signals [{"claim": "Moonshot AI released Kimi K3, a 2.8-trillion-parameter open-source model claiming to be the world's largest, with benchmarks rivaling top proprietary systems from Anthropic and OpenAI.", " observed artifact ↗ 2026-08-07 normalized 0.60
sector emerging derived calc 2026-08-08 normalized 0.50
signal.commentary {"context": null, "run_ref": "01KYCR0FWHDNNY6R4HW6M5VH39", "signals": [{"quote": "there's substantial evidence that what deep seek did here is they distilled the knowledge out of open ai's models and observed artifact ↗ 2025-01-29 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06N3PZEBJ0H0AS6V62YPGJ1", "signals": [{"quote": "this idea that they spent six million dollars probably leaves out hundreds of thousands of illegally imported h100s vi observed artifact ↗ 2025-02-01 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06N3PZEBJ0H0AS6V62YPGJ1", "signals": [{"quote": "software will become more efficient as we saw with r1 using maybe more commoditized hardware less generation of hardwa observed artifact ↗ 2025-02-01 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06NEEM9Q24N0RD8AXVEZM74", "signals": [{"quote": "So what we have seen here is power of open source. The hosted version of deep seek R one has clear lines around what i observed artifact ↗ 2025-01-27 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06NEEM9Q24N0RD8AXVEZM74", "signals": [{"quote": "deep seas work a gift to the world", "stance": "bullish", "signal_class": "endorsement", "speaker_name": "Mark Andrees observed artifact ↗ 2025-01-27 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06NEEM9Q24N0RD8AXVEZM74", "signals": [{"quote": "pro America technologists openly supporting a Chinese model that was trained off of leading us frontier models with ch observed artifact ↗ 2025-01-27 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06NEEM9Q24N0RD8AXVEZM74", "signals": [{"quote": "And then he, Aaron Levy points out that deep seek is cheap and also blowing up. And he says, all this points to the ra observed artifact ↗ 2025-01-27 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06NEEM9Q24N0RD8AXVEZM74", "signals": [{"quote": "right before we came on air, uh, deep sea dropped a new model.", "stance": "neutral", "signal_class": "fact_claim", "s observed artifact ↗ 2025-01-27 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06NEEM9Q24N0RD8AXVEZM74", "signals": [{"quote": "it's called, uh, Janus pro seven B it makes images.", "stance": "neutral", "signal_class": "fact_claim", "speaker_name observed artifact ↗ 2025-01-27 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06NEEM9Q24N0RD8AXVEZM74", "signals": [{"quote": "the rain on everyone's parade from deep seek is still raining.", "stance": "neutral", "signal_class": "assessment", "s observed artifact ↗ 2025-01-27 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06NEEM9Q24N0RD8AXVEZM74", "signals": [{"quote": "Great to get a kick in the ass. It's good for the industry. I think America still wins the day. I think open source st observed artifact ↗ 2025-01-27 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06NEEM9Q24N0RD8AXVEZM74", "signals": [{"quote": "I think it's going to be open source all the way.", "stance": "bullish", "signal_class": "prediction", "speaker_name": observed artifact ↗ 2025-01-27 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06NEEM9Q24N0RD8AXVEZM74", "signals": [{"quote": "Maybe they released V3 back in December. R1 came out in January, but it's more like they just had some breakthroughs a observed artifact ↗ 2025-01-27 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06NEEM9Q24N0RD8AXVEZM74", "signals": [{"quote": "keep in mind, deep seek is the subsidiary of a hedge fund. That hedge fund subsidiary just moved the market.", "stance observed artifact ↗ 2025-01-27 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06NEEM9Q24N0RD8AXVEZM74", "signals": [{"quote": "they did all, all the work to make an awesome AI model and then it happened to be so good that it changed the conversa observed artifact ↗ 2025-01-27 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06NEEM9Q24N0RD8AXVEZM74", "signals": [{"quote": "but they did move the market and hedge funds love to move the opposite direction because they're a hedge.", "stance": observed artifact ↗ 2025-01-27 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M0797B8660FSB38PKCG8Q8PH", "signals": [{"quote": "This is a Chinese company actually called deep seek. And, um, they have this new model, uh, very small, only 7 billion observed artifact ↗ 2024-03-21 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M3ET03QMED3VYYCXZ3SVJBAR", "signals": [{"quote": "You have current leadership in the company saying that there's a greater than 10% chance of causing human extinction a observed artifact ↗ 2026-09-26 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M3ET03QMED3VYYCXZ3SVJBAR", "signals": [{"quote": "I think there's an element of that and I think investors are pretty nervous about giving the founders or or Daria spec observed artifact ↗ 2026-09-26 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M3ET03QMED3VYYCXZ3SVJBAR", "signals": [{"quote": "You've got Daario putting out this essay saying we need to pace the frontier days before they launch Claude 5.5 and se observed artifact ↗ 2026-09-26 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4GN23EJ2SR3N9GPA3BGTWBP", "signals": [{"quote": "I think deep seek has the most kind of intellectual brand because of how that arrived and, and, and almost the, the, t observed artifact ↗ 2025-08-28 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H01BGNVNP0S9VPP1MJ3N5G", "signals": [{"quote": "it is, I believe right now, the best performing, most open, you know, if you had a quadrant, the one that's in the upp observed artifact ↗ 2025-04-24 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H01BGNVNP0S9VPP1MJ3N5G", "signals": [{"quote": "I guess Europe and South America will run on deep seek. Like, because the minute we start vilifying even that ... And observed artifact ↗ 2025-04-24 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H01BGNVNP0S9VPP1MJ3N5G", "signals": [{"quote": "Let's not forget it wasn't that long ago that OpenAI, they'll say borrowed or copied the innovation that happened at G observed artifact ↗ 2025-04-24 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H1YGTKQ7RWTS7XWD93FCM9", "signals": [{"quote": "when we talked about the interview with the DeepSeek founder, I would say he had as much kind of emotional like his hi observed artifact ↗ 2025-04-04 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H1YGTKQ7RWTS7XWD93FCM9", "signals": [{"quote": "I believe DeepSeek has been remarkably successful in the enterprise. And that's, you know, it's hosted by AWS. It's ho observed artifact ↗ 2025-04-04 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H1YGTKQ7RWTS7XWD93FCM9", "signals": [{"quote": "I'm beginning to hear, you know, concerns that D.C. may take action to limit the use of DeepSeek.", "stance": "bearish observed artifact ↗ 2025-04-04 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H1YGTKQ7RWTS7XWD93FCM9", "signals": [{"quote": "if that gets traction, you have a window in the U.S. right now where someone might move to go left of DeepSeek in term observed artifact ↗ 2025-04-04 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H1YGTKQ7RWTS7XWD93FCM9", "signals": [{"quote": "they do not want to see a Huawei DeepSeq Belt and Road, either with chips or with open source models. They do not want observed artifact ↗ 2025-04-04 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H1YGTKQ7RWTS7XWD93FCM9", "signals": [{"quote": "they still have to compete with DeepSeq on a global basis.", "stance": "neutral", "confidence": 1, "signal_class": "as observed artifact ↗ 2025-04-04 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H4MSDQ96WQT96WRSN5MXSM", "signals": [{"quote": "they're not going to have DeepSeek building great models", "stance": "bullish", "confidence": 0.7, "signal_class": "as observed artifact ↗ 2025-03-01 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H4MSDQ96WQT96WRSN5MXSM", "signals": [{"quote": "Deep Seat kind of got up there a couple weeks before", "stance": "neutral", "confidence": 0.8, "signal_class": "fact_c observed artifact ↗ 2025-03-01 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H4MSDQ96WQT96WRSN5MXSM", "signals": [{"quote": "Yeah, and only DeepSeek and Grok of all the others have shown the ability to break into the top 10 on the app store do observed artifact ↗ 2025-03-01 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H4MSDQ96WQT96WRSN5MXSM", "signals": [{"quote": "I heard from several inference players that you and I are friends with, that all of a sudden DeepSeek rather than Llam observed artifact ↗ 2025-03-01 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H4MSDQ96WQT96WRSN5MXSM", "signals": [{"quote": "we've talked a lot over the last few weeks about DeepSea clearly coming out of left field, very efficiently building a observed artifact ↗ 2025-03-01 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H4MSDQ96WQT96WRSN5MXSM", "signals": [{"quote": "deep seek building great models or they're not going to have rocket companies that copy us and can land themselves lik observed artifact ↗ 2025-03-01 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H4MSDQ96WQT96WRSN5MXSM", "signals": [{"quote": "Although DeepSeek surprised everybody.", "stance": "bullish", "confidence": 0.7, "signal_class": "assessment", "speake observed artifact ↗ 2025-03-01 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H4MSDQ96WQT96WRSN5MXSM", "signals": [{"quote": "And remind you, DeepSeek spent more than, you know, the amount reported in their last training run.", "stance": "beari observed artifact ↗ 2025-03-01 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H4MSDQ96WQT96WRSN5MXSM", "signals": [{"quote": "But even more importantly, to serve an explosive amount of inference, they would have to spend a lot of money to build observed artifact ↗ 2025-03-01 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H5N0RYFCQ8RMFXRA4GNE01", "signals": [{"quote": "And I think it's impossible to read that and say this isn't an exceptional founder. Like, he's just intelligent, indep observed artifact ↗ 2025-02-05 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H5N0RYFCQ8RMFXRA4GNE01", "signals": [{"quote": "I think it'd be very hard to make an argument that he's not a remarkable founder.", "stance": "bullish", "confidence": observed artifact ↗ 2025-02-05 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H5N0RYFCQ8RMFXRA4GNE01", "signals": [{"quote": "Number one, he's an incredible founder. Like, there is no doubt about that. He's been working on this problem for upwa observed artifact ↗ 2025-02-05 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H5N0RYFCQ8RMFXRA4GNE01", "signals": [{"quote": "they talked about the $6 million final training run. And this, it's important to understand, this is also correct, rig observed artifact ↗ 2025-02-05 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H5N0RYFCQ8RMFXRA4GNE01", "signals": [{"quote": "they believe if you look at the models that are apples to apples on the API right now, that DeepSeq's pricing about 1 observed artifact ↗ 2025-02-05 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H5N0RYFCQ8RMFXRA4GNE01", "signals": [{"quote": "And they argue about whether OpenAI might just have higher margins or whether DeepSeq might be subsidizing, but that d observed artifact ↗ 2025-02-05 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H5N0RYFCQ8RMFXRA4GNE01", "signals": [{"quote": "they can run it well below cost, or they could choose to be running it well below cost in order to have these outcomes observed artifact ↗ 2025-02-05 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H5N0RYFCQ8RMFXRA4GNE01", "signals": [{"quote": "Their compute stack was smaller than the compute stack that OpenAI used to train 01, but it wasn't that much smaller, observed artifact ↗ 2025-02-05 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H5N0RYFCQ8RMFXRA4GNE01", "signals": [{"quote": "Knowing more about the model allows them to optimize even more. And so, I think the rest of everybody else, other than observed artifact ↗ 2025-02-05 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H5N0RYFCQ8RMFXRA4GNE01", "signals": [{"quote": "And so, yeah, it looks like these guys just decided to be more open. And the MIT license is pretty against the rail.", observed artifact ↗ 2025-02-05 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H5N0RYFCQ8RMFXRA4GNE01", "signals": [{"quote": "He had two takeaways on DeepSeq. And I was impressed that he landed on both of these. But one was that there was a lot observed artifact ↗ 2025-02-05 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H5N0RYFCQ8RMFXRA4GNE01", "signals": [{"quote": "And once again, the variants will just go, and everyone will borrow from it.", "stance": "bullish", "confidence": 0.8, observed artifact ↗ 2025-02-05 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4H5N0RYFCQ8RMFXRA4GNE01", "signals": [{"quote": "At the same time, I could see all companies that are currently open source and closed, right, which includes DeepSeq. observed artifact ↗ 2025-02-05 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4YEM8ZNPJABP91QBTT01EBX", "signals": [{"quote": "China for a while was considered way behind the United States on intelligence. Right. Uh, and it wasn't until deep see observed artifact ↗ 2026-10-14 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M4YEM8ZNPJABP91QBTT01EBX", "signals": [{"quote": "And part of what made deep seek V3 so successful was that it was open and Western, right. Western companies and Wester observed artifact ↗ 2026-10-14 promoted 0.50
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source.document.reference {"kind": "podcast", "title": "Tariffs, Free Trade, Export Controls, H20 & Rare Earth Ban | BG2 w/ Bill Gurley & Brad Gerstner — deepseek", "source_id": "01M4GT05E14CKDY90YV6RNYJK0-m-6f7ac1823da81d2e", observed artifact ↗ 2025-04-24 normalized 0.95
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