Companies107 Funding$41.6B Rounds77 ▼1 mo Investors75 Eng roles4352 ● updated 4m ago
VIX The Intelligent Venture Terminal beta

Preference Model

current — rebuilt 4m ago

Preference Model

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Preference Model is a superintelligence data research company, building RL environments for training capable, better-aligned superintelligences. observed

fresh · evidence today 13 sources no confidence data
72.3/100
Venture signal
scored above 74% of unstaged peers stage unparsed
Outlook Stable
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 Yes

    The inclusion bar: two or more independent sourced evidence families. This profile is published and listed. 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.

    UNKNOWN (not a soft no, never counted as qualified). Blocker: No source states a band-bearing stage for any financing event we hold.

    Venture backing: not found · Stage band: UNKNOWN — No source states a band-bearing stage for any financing event we hold.

    • a16z.com ↗ — Reported round: stage="unknown", amount=n/a, announced 2026-10-07.

    What would overturn this:

    Assessed 2026-10-24 for seed/Series-A sourcing.

Funding
no round
2026-10-07
Adoption
no signal
downloads / week
Developer
not scored
momentum / 100
Hiring
4 ▼-1
eng openings
Commercial
sales-led
homepage

Composite signal v0 16 ±14 · 3 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. 6 signals in the last 60 days back this number.

Engineering openings 5 → 4 over 2d

Counted from the company's own job board — each point a dated observation.

10-08 510-10 4

New infrastructure surfaces

Subdomains appearing in public certificate-transparency logs — infrastructure standing up, dated at detection. Intent labels are deterministic (token map), not guessed.

api.preferencemodel.com product surface 10-08 app.preferencemodel.com product surface 10-08

Traction

Current round

Opportunity & risk

↗ Strongest signal: funding_recency (19% of the score).

↓ Scored on 1 of 4 components — funding_magnitude, adoption, developer had no computable metric.

11 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
72/100
Founder self-assessment claimed
11/100
Investor ratings opinion
—
Expert ratings opinion
—
Rate this company Investor or expert role required ▾
—/5 · 0 investors

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VIX signals 2 hard signals across 1 source ▾

The platform's own early signals for this company — hard-to-fake, and where one preceded a real raise, the measured lead.

See the full track record →

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 2 of 3 signals present ▾
Team size (reported)
not provided
Open eng roles
4 observed
Total open roles
4 observed
Market & funding stage 1 of 3 signals present ▾
Funding stage
not provided
Lifecycle stage
not provided
Latest round stage
unknown observed
Timeline 1 events ▾
  1. 2026-10-07 unknown · Led by Andreessen Horowitz

Evidence & scoring

Why this score? none_required ▾

VentureSignalScore 72.3/100 for preference-model, composed from 1 of 4 components (index v0 cross-signal), discounted ×0.76 for 20% signal coverage

ComponentWeightNormalizedContribution
funding_recency 0.2 0.9517 0.1903

Evidence this score rests on

Narrative vs. reality No SEC filing found for this round

Reported narrative · Tier 2
Undisclosed unknown
announced 2026-10-07 · source ↗
Filed reality · Tier 0 · SEC
No SEC Form D on record.

An evidence gap, not proof of falsity: Form D is not always required (foreign offerings, certain exemptions) or may not be filed yet.

Financing events four different events, four different dates

A first sale, a filing, an amendment and a public announcement are not the same event, and one date may not stand in for another. Where the latest financing date cannot be established from what we hold, this says unknown rather than substituting a date we do have.

Latest established financing date
2026-10-07
Money moved on or after
2026-10-07
Total reported by
not established
Basis
reported round

A reported round dated 2026-10-07 by its own source.

Counterparty exposure shared-investor contagion

Companies coupled to this one by a shared investor — if a common backer pulls back or a fund hits trouble, the shock propagates across the set. More shared investors = tighter coupling.

ElevenLabs 1 shared andreessen-horo… Etched 1 shared andreessen-horo… Inferact 1 shared andreessen-horo… Neo 1 shared andreessen-horo… Probably 1 shared andreessen-horo… Replit 1 shared andreessen-horo… TypeSafe AI 1 shared andreessen-horo…

Community chatter Hacker News · Tier 3 · unverified manip. risk low · 0.01

Gray-market attention, not quality. 2+ HN mentions (peak 95 points). Claim-shaped headlines are rumors until corroborated — a Tier-3 factual claim carries no evidentiary weight on its own. ▲ 95 How RLHF Preference Model Tuning Works (and How Things May Go Wrong) 2023-08-09 ↗

Raw observations 209 records ▾
AttributeValueKindSourceObservedStateConf.
ai.document.claims {"claims": [], "run_ref": "01M4EA52V46E8VK6BB1SS8N1S6", "relevance": 0, "source_id": "01M4EA4V6GAC2TWAXPWV6KJG4B", "assessment": "The document is titled 'preference-model' but its content describes pe observed artifact ↗ 2026-10-08 promoted 0.50
buyer_fit.assessment {"buyer": "seed/Series-A sourcing", "method": "Backlog pass 2026-10-24: applied the record_buyer_fit.ts fit rule to this company's held primary-source financing evidence (funding.round.* / sec.form_d. observed assessment 2026-10-24 normalized 0.90
buyer_fit.status unknown observed assessment 2026-10-24 normalized 0.90
common_name Preference Model observed artifact ↗ 2026-10-08 normalized 0.90
common_name Preference Model observed artifact ↗ 2026-10-08 normalized 0.60
community.hn.max_points 184 observed artifact ↗ 2026-10-08 superseded 0.20
community.hn.max_points 95 observed artifact ↗ 2026-10-08 normalized 0.20
community.hn.mentions 50 observed artifact ↗ 2026-10-08 superseded 0.20
community.hn.mentions 2 observed artifact ↗ 2026-10-08 normalized 0.20
community.hn.rumors [] observed artifact ↗ 2026-10-08 normalized 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=12832027", "title": "Ask HN: At 91, My Grandfather's Only Regret Is Never Skateboarding. Best VR Rig?", "points": 184, "created_at": "2016-10-30"} observed artifact ↗ 2016-10-30 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=37061694", "title": "How RLHF Preference Model Tuning Works (and How Things May Go Wrong)", "points": 95, "created_at": "2023-08-09"} observed artifact ↗ 2023-08-09 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=37061694", "title": "How RLHF Preference Model Tuning Works (and How Things May Go Wrong)", "points": 95, "created_at": "2023-08-09"} observed artifact ↗ 2023-08-09 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=37061694", "title": "How RLHF Preference Model Tuning Works (and How Things May Go Wrong)", "points": 95, "created_at": "2023-08-09"} observed artifact ↗ 2023-08-09 normalized 0.20
description Reinforcement-learning environments for AI research and ML engineering; open-sourced Karotte, hardened over 1M+ evaluation runs. Round size not disclosed. observed curated 2026-10-08 normalized 0.80
description Preference Model is a superintelligence data research company, building RL environments for training capable, better-aligned superintelligences. observed artifact ↗ 2026-10-08 normalized 0.70
domain preferencemodel.com observed artifact ↗ 2026-10-08 normalized 0.95
funding.round.announced_on 2026-10-07 observed artifact ↗ 2026-10-07 normalized 0.90
funding.round.lead_investors [] observed artifact ↗ 2026-10-07 normalized 0.90
funding.round.source_url https://a16z.com/announcement/investing-in-preference-model/ observed artifact ↗ 2026-10-07 normalized 0.90
funding.round.stage unknown observed artifact ↗ 2026-10-07 normalized 0.90
gate.accumulation {"outcome": "document_created", "obs_count": 17, "source_id": "01M4EA4V6GAC2TWAXPWV6KJG4B", "trigger_path": "accumulation_gate", "collector_count": 4, "artifact_collector": "website_collector"} observed artifact ↗ 2026-10-08 normalized 0.60
jobs.board_url https://jobs.ashbyhq.com/preference-model observed artifact ↗ 2026-10-08 normalized 0.85
jobs.postings.engineering 5 observed artifact ↗ 2026-10-08 superseded 0.85
jobs.postings.engineering 4 observed artifact ↗ 2026-10-10 normalized 0.85
jobs.postings.total 5 observed artifact ↗ 2026-10-08 superseded 0.85
jobs.postings.total 4 observed artifact ↗ 2026-10-10 normalized 0.85
metric.venture.funding_recency_days 1.7212 derived calc 2026-10-08 superseded 0.90
metric.venture.funding_recency_days 1.7317 derived calc 2026-10-08 superseded 0.90
metric.venture.funding_recency_days 1.7421 derived calc 2026-10-08 superseded 0.90
metric.venture.funding_recency_days 1.7432 derived calc 2026-10-08 superseded 0.90
metric.venture.funding_recency_days 1.8266 derived calc 2026-10-08 superseded 0.90
metric.venture.funding_recency_days 1.8891 derived calc 2026-10-08 superseded 0.90
metric.venture.funding_recency_days 2.2791 derived calc 2026-10-09 superseded 0.90
metric.venture.funding_recency_days 2.4857 derived calc 2026-10-09 superseded 0.90
metric.venture.funding_recency_days 2.756 derived calc 2026-10-09 superseded 0.90
metric.venture.funding_recency_days 2.9283 derived calc 2026-10-09 superseded 0.90
metric.venture.funding_recency_days 3.0154 derived calc 2026-10-10 superseded 0.90
metric.venture.funding_recency_days 3.1034 derived calc 2026-10-10 superseded 0.90
metric.venture.funding_recency_days 3.1905 derived calc 2026-10-10 superseded 0.90
metric.venture.funding_recency_days 3.2842 derived calc 2026-10-10 superseded 0.90
metric.venture.funding_recency_days 3.3915 derived calc 2026-10-10 superseded 0.90
metric.venture.funding_recency_days 3.4829 derived calc 2026-10-10 superseded 0.90
metric.venture.funding_recency_days 3.5804 derived calc 2026-10-10 superseded 0.90
metric.venture.funding_recency_days 3.6679 derived calc 2026-10-10 superseded 0.90
metric.venture.funding_recency_days 3.7426 derived calc 2026-10-10 superseded 0.90
metric.venture.funding_recency_days 3.7566 derived calc 2026-10-10 superseded 0.90
metric.venture.funding_recency_days 3.8106 derived calc 2026-10-10 superseded 0.90
metric.venture.funding_recency_days 3.8987 derived calc 2026-10-10 superseded 0.90
metric.venture.funding_recency_days 3.9874 derived calc 2026-10-10 superseded 0.90
metric.venture.funding_recency_days 3.9985 derived calc 2026-10-10 superseded 0.90
metric.venture.funding_recency_days 4.0864 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 4.1081 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 4.1086 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 4.1169 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 4.1987 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 4.2347 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 4.2526 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 4.2736 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 4.2998 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 4.34 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 4.3552 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 4.3955 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 4.4847 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 4.5747 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 4.664 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 4.7543 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 4.8378 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 4.846 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 4.9355 derived calc 2026-10-11 superseded 0.90
metric.venture.funding_recency_days 5.0251 derived calc 2026-10-12 superseded 0.90
metric.venture.funding_recency_days 5.0402 derived calc 2026-10-12 superseded 0.90
metric.venture.funding_recency_days 5.0482 derived calc 2026-10-12 superseded 0.90
metric.venture.funding_recency_days 5.0697 derived calc 2026-10-12 superseded 0.90
metric.venture.funding_recency_days 5.1131 derived calc 2026-10-12 superseded 0.90
metric.venture.funding_recency_days 5.185 derived calc 2026-10-12 superseded 0.90
metric.venture.funding_recency_days 5.9342 derived calc 2026-10-12 superseded 0.90
metric.venture.funding_recency_days 5.9603 derived calc 2026-10-12 superseded 0.90
metric.venture.funding_recency_days 6.0166 derived calc 2026-10-13 superseded 0.90
metric.venture.funding_recency_days 6.0706 derived calc 2026-10-13 superseded 0.90
metric.venture.funding_recency_days 6.1606 derived calc 2026-10-13 superseded 0.90
metric.venture.funding_recency_days 6.2506 derived calc 2026-10-13 superseded 0.90
metric.venture.funding_recency_days 7.2639 derived calc 2026-10-14 superseded 0.90
metric.venture.funding_recency_days 7.3544 derived calc 2026-10-14 superseded 0.90
metric.venture.funding_recency_days 7.4449 derived calc 2026-10-14 superseded 0.90
metric.venture.funding_recency_days 7.5547 derived calc 2026-10-14 superseded 0.90
metric.venture.funding_recency_days 7.6495 derived calc 2026-10-14 superseded 0.90
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metric.venture.funding_recency_days 7.8418 derived calc 2026-10-14 superseded 0.90
metric.venture.funding_recency_days 7.9369 derived calc 2026-10-14 superseded 0.90
metric.venture.funding_recency_days 8.0341 derived calc 2026-10-15 superseded 0.90
metric.venture.funding_recency_days 8.1295 derived calc 2026-10-15 superseded 0.90
metric.venture.funding_recency_days 8.2248 derived calc 2026-10-15 superseded 0.90
metric.venture.funding_recency_days 8.2849 derived calc 2026-10-15 superseded 0.90
metric.venture.funding_recency_days 8.3814 derived calc 2026-10-15 superseded 0.90
metric.venture.funding_recency_days 8.4768 derived calc 2026-10-15 superseded 0.90
metric.venture.funding_recency_days 8.5898 derived calc 2026-10-15 superseded 0.90
metric.venture.funding_recency_days 8.6854 derived calc 2026-10-15 superseded 0.90
metric.venture.funding_recency_days 8.7264 derived calc 2026-10-15 superseded 0.90
metric.venture.funding_recency_days 8.7835 derived calc 2026-10-15 superseded 0.90
metric.venture.funding_recency_days 8.8795 derived calc 2026-10-15 superseded 0.90
metric.venture.funding_recency_days 8.9755 derived calc 2026-10-15 superseded 0.90
metric.venture.funding_recency_days 9.0739 derived calc 2026-10-16 superseded 0.90
metric.venture.funding_recency_days 9.1701 derived calc 2026-10-16 superseded 0.90
metric.venture.funding_recency_days 9.2667 derived calc 2026-10-16 superseded 0.90
metric.venture.funding_recency_days 9.3662 derived calc 2026-10-16 superseded 0.90
metric.venture.funding_recency_days 9.463 derived calc 2026-10-16 superseded 0.90
metric.venture.funding_recency_days 9.562 derived calc 2026-10-16 superseded 0.90
metric.venture.funding_recency_days 11.4851 derived calc 2026-10-18 superseded 0.90
metric.venture.funding_recency_days 11.5834 derived calc 2026-10-18 superseded 0.90
metric.venture.funding_recency_days 11.6809 derived calc 2026-10-18 superseded 0.90
metric.venture.funding_recency_days 12.0707 derived calc 2026-10-19 superseded 0.90
metric.venture.funding_recency_days 12.0709 derived calc 2026-10-19 superseded 0.90
metric.venture.funding_recency_days 12.1677 derived calc 2026-10-19 superseded 0.90
metric.venture.funding_recency_days 12.2696 derived calc 2026-10-19 superseded 0.90
metric.venture.funding_recency_days 12.3721 derived calc 2026-10-19 superseded 0.90
metric.venture.funding_recency_days 12.469 derived calc 2026-10-19 superseded 0.90
metric.venture.funding_recency_days 12.5843 derived calc 2026-10-19 superseded 0.90
metric.venture.funding_recency_days 12.6813 derived calc 2026-10-19 superseded 0.90
metric.venture.funding_recency_days 12.7784 derived calc 2026-10-19 superseded 0.90
metric.venture.funding_recency_days 12.8755 derived calc 2026-10-19 superseded 0.90
metric.venture.funding_recency_days 12.9727 derived calc 2026-10-19 superseded 0.90
metric.venture.funding_recency_days 13.0713 derived calc 2026-10-20 superseded 0.90
metric.venture.funding_recency_days 13.1032 derived calc 2026-10-20 superseded 0.90
metric.venture.funding_recency_days 13.2025 derived calc 2026-10-20 superseded 0.90
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metric.venture.funding_recency_days 13.403 derived calc 2026-10-20 superseded 0.90
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metric.venture.funding_recency_days 14.2106 derived calc 2026-10-21 superseded 0.90
metric.venture.funding_recency_days 14.2306 derived calc 2026-10-21 superseded 0.90
metric.venture.funding_recency_days 14.3006 derived calc 2026-10-21 superseded 0.90
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metric.venture.funding_recency_days 14.706 derived calc 2026-10-21 superseded 0.90
metric.venture.funding_recency_days 14.8046 derived calc 2026-10-21 superseded 0.90
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metric.venture.funding_recency_days 15.0023 derived calc 2026-10-22 superseded 0.90
metric.venture.funding_recency_days 15.1093 derived calc 2026-10-22 superseded 0.90
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metric.venture.funding_recency_days 15.5161 derived calc 2026-10-22 superseded 0.90
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metric.venture.funding_recency_days 16.0281 derived calc 2026-10-23 superseded 0.90
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metric.venture.funding_recency_days 17.0452 derived calc 2026-10-24 superseded 0.90
metric.venture.funding_recency_days 17.1267 derived calc 2026-10-24 superseded 0.90
metric.venture.funding_recency_days 17.1459 derived calc 2026-10-24 superseded 0.90
metric.venture.funding_recency_days 17.2366 derived calc 2026-10-24 superseded 0.90
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metric.venture.funding_recency_days 17.6372 derived calc 2026-10-24 superseded 0.90
metric.venture.funding_recency_days 17.6375 derived calc 2026-10-24 derived 0.90
score.venture_signal 75.6 derived calc 2026-10-08 superseded 0.38
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score.venture_signal 72.4 derived calc 2026-10-24 superseded 0.38
score.venture_signal 72.3 derived calc 2026-10-24 derived 0.38
source.document.reference {"kind": "document", "title": "preference-model: Preference Model", "source_id": "01M4EA4V6GAC2TWAXPWV6KJG4B", "extract_ref": "artifact:sha256:be06523ed3b8b40b1efd0dcb884e5a7535099e08bc85cfa020d9aed6a observed artifact ↗ 2026-10-08 normalized 0.95
website_url https://preferencemodel.com observed enrichment 2026-10-08 normalized 0.85
website_url https://preferencemodel.com observed artifact ↗ 2026-10-08 normalized 0.95
website.homepage.has_pricing_link false observed artifact ↗ 2026-10-08 normalized 0.80