BETANow in private beta: accepting design-partner applications

The research engine
for frontier R&D.

Multi-agent research engine for high-stakes technical questions that break one-shot LLM workflows. The output is a living investigation: not a chat transcript.

swarmos-ai.com·San Francisco·Frontier AI/ML teams
swarmos-ai.com/i/i-7K2M
⌘K
Built for teams where research quality is a competitive advantage
Frontier AI labs
Applied-research teams
ML infrastructure orgs
Technical product teams
Quant & research desks
01The pipeline

Five roles. One coherent investigation.

Most research tools give you a search result or a summary. SwarmOS runs adversarial structure and delivers a maintained investigation that updates as evidence evolves.

planner.claude-opus-40.84s
scout ×4 · 23 artifacts4.12s
extractor · claims extracted6.30s
skeptic · 3 claims disputed-
synthesizer · judge loop-
01 · PIPELINE

The Swarm Pipeline

Planner decomposes. Scouts find evidence across sources. Extractors turn artifacts into structured claims. Skeptic challenges weak logic. Synthesizer runs judge-refine loops: up to 3 scored iterations.

INVESTIGATION · i-7K2M
Planner: 4 dimensions · 12 queries
planner
Scout ×4: 23 artifacts · 2 conflicts
scout
⚠ Skeptic: recency_conflict detected
skeptic
Synthesizer: judge 0.84 · v2 ready
synthesizer
02 · ADVERSARIAL

Built-in Skepticism

Every claim passes through the Skeptic before it counts. Five dispute types: evidence gap, recency conflict, scope mismatch, contradicted claim, and more. No answer ships without scrutiny.

CLAIMS · investigation i-7K2M
00114:02:11claim.addconf:0.81
00214:02:14source.ingest23 artifacts
00314:02:18claim.disputerecency_conflict ⚠
00414:02:22claim.addconf:0.73
00514:02:25answer.updatev1→v2
00614:02:29claim.verifyskeptic passed
00714:02:33claim.weakenevidence_gap
03 · LIVING

Investigations, Not Chats

Current answer, evidence trail, confidence score, contradictions, source timeline, and version history. When evidence changes, the answer updates. Thesis drift is visible: not buried in a thread.

14typed worker classesscout to evaluator
5dispute typescontradiction taxonomy
3×judge-refine passesper synthesis cycle
100%evidence-linkedevery answer cites sources
03Pricing

Research quality shouldn't cost engineer-weeks to maintain.

Design Partner

01
FreeDuring private beta
  • Full product access
  • Direct founder support
  • Shape the roadmap
  • Priority onboarding
  • Permanent discount when we launch
Most teams

Team

02
Per seat+ usage for investigations
  • Unlimited investigations
  • All 14 worker types
  • Versioned answer history
  • Contradiction & dispute tracking
  • SSO + RBAC

Enterprise

03
CustomAnnual contract
  • Dedicated deployment
  • Private data boundaries
  • VPC / on-prem option
  • SOC 2 & compliance
  • Solutions architect
EARLY ACCESS

Start your first
investigation.

Your hardest open research question: answered with adversarial structure, versioned answers, and a Skeptic that doesn't let weak evidence slide. Frontier R&D deserves better than a chat transcript.