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Evidence OS for Research-Driven Teams

Validated Insights,
Without the
Guesswork.

Turn any question into reproducible, evidence-based answers.

Powered by autonomous AI agents — SuperLabs assembles specialized research teams, runs protocols, and returns results with full provenance and explicit epistemic status.

Start Free Trial → How It Works
250K+
Evidence items processed per month
70+
Connectors — warehouses, ELNs, CRMs, wikis
100%
Provenance coverage — every step hashed & versioned
24/7
Support across time zones
superlabs.ai / research-card
Research Card — Feature X Retention
VALIDATED
Does feature X improve user retention? Hypothesis tested across 3 datasets, 4 protocols.
Confidence
87%
Evidence
94 items
Market Signal — Q3 Churn Analysis
REPLICATED
Adversarial review passed. Replication confirmed across 2 independent agent runs.
Bias gates
Passed
🔍 Scout 🧠 Hypothesizer 🔬 Experimentalist ⚡ Replicator 🛡️ Critic 📝 Synthesizer
How It Works
Four Layers. One Evidence OS.

Every component compounds with the others — turning raw questions into auditable, reproducible intelligence.

01 — MEMORY
🕸️
Knowledge Fabric
A claims-and-evidence graph linking Questions → Hypotheses → Datasets → Protocols → Results → Claims. Semantic + symbolic search with preserved institutional memory.
KNOWLEDGE GRAPH
02 — EXECUTION
⚙️
Protocol Engine
Express studies in a DSL; containerized, versioned runs with deterministic seeds, compute tags, stop rules, and environment snapshots for true reproducibility.
DSL · CONTAINERIZED
03 — AGENTS
🤝
Multi-Agent Orchestrator
A "Research Guild" of roles — Clarifier, Scout, Hypothesizer, Methodologist, Experimentalist, Replicator, Critic, Synthesizer — plans, debates, and escalates to consensus.
RESEARCH GUILD
04 — GOVERNANCE
🔐
Trust & Governance
Provenance ledger (hashed inputs/code/outputs), bias & safety gates, audit trails, RBAC/privacy controls, and explicit Epistemic Status labels: Exploratory → Replicated.
AUDIT · RBAC
Epistemic Status
Every Claim Knows Where It Stands.

SuperLabs labels every result with a clear epistemic status — so your team always knows what's exploratory and what's proven.

EXP
Exploratory
HYP
Hypothesized
TEST
Tested
VAL
Validated
REP
Replicated
Capabilities
Research at Every Stage of the Lifecycle.

From asking the question to syncing validated outcomes back into your tools — SuperLabs covers the full evidence lifecycle.

Research Orchestrator
Ask in Plain English — Agents Run the Protocol
SuperLabs assembles a protocol and a team of specialized agents to plan, debate, and execute experiments-as-code. Results come back with provenance and explicit epistemic status.
See the Orchestrator in Action →
RESEARCH GUILD · ACTIVE
🔍
Scout Agent
Searching 3 data sources · 142 documents indexed
🧠
Hypothesizer Agent
Generated 4 testable hypotheses · Debating with Critic
🔬
Experimentalist Agent
Running Protocol v3 · Seed: 42 · ETA 2m
CONSENSUS IN PROGRESS · PROVENANCE LEDGER: ACTIVE
Publication & Sync
Publish Once — Cards, Dossiers and APIs
Share outcomes as Research Cards, Decision Dossiers, or Repro Packs, then push context, hashes, and status into your tools via APIs/webhooks with optional human review.
Explore CRM & Case Sync →
OUTPUT FORMATS
📄
Research Card
Shareable single-claim artifact with full provenance hash
📦
Decision Dossier
Multi-claim briefing with epistemic status per finding
🔁
Repro Pack
Full environment snapshot — one-click rerun anytime
WEBHOOKS: SALESFORCE · NOTION · SLACK · JIRA
Lifecycle & Improvement
Validate, Replicate, and Get Faster Every Run
Adversarial review and replication harden quality; environment snapshots and one-click reruns make improvements fast — and verifiable — across the research lifecycle.
Get Visual QA Insights →
QA LIFECYCLE
⚔️
Adversarial Review
Critic agent red-teams assumptions before results ship
🔄
Replication Engine
Independent agent reruns confirm consistency
📈
Run Comparison
Delta view between protocol versions · Improvement tracking
ALL RUNS VERSIONED · ENVIRONMENT SNAPSHOTS RETAINED
By the Numbers
Built for Research Teams at Scale.
250K+
Evidence items processed every month via continuous ingestion from documents, data lakes, and the web
CONTINUOUS INGESTION
70+
Connectors from warehouses and ELNs/LIMS to CRMs, wikis, and chat platforms
DATA CONNECTORS*
100%
Provenance coverage — every Research Card and protocol step is hashed, versioned, and auditable
PROVENANCE COVERAGE
24/7
Hands-on support across time zones for research teams running continuous investigations
ALWAYS-ON SUPPORT
Why SuperLabs
Reproducible Answers, Not Guesswork.

SuperLabs turns messy data into traceable, bias-checked results with explicit epistemic status, ready to ship to your tools.

🔗
Provenance by Default
Every step is hashed and versioned — nothing opaque. Full audit trail from raw data to final claim, always accessible and verifiable.
🏷️
Epistemic Status
Clear labels — Exploratory → Validated → Replicated — on every claim. Your team always knows the confidence level of every insight.
🛡️
Bias & Safety Gates
Agents red-team sources and assumptions before results ship. Built-in checks catch confirmation bias, data quality issues, and flawed methodology.
🔒
Audit & Access Control
Granular roles, review trails, and air-gapped workflows when required. RBAC, privacy controls, and compliance-ready from day one.
Use Cases
Built for Every Research-Driven Vertical.

From regulated finance to public sector intelligence — SuperLabs adapts to the evidence workflows your industry demands.

🏦
Finance & Risk
Financial Research & Risk Intelligence
Evidence-backed risk assessments, regulatory compliance documentation, and reproducible market research for finance teams.
🛒
Retail & F&B
Consumer Insights & Operations
Turn customer behavior data into validated insights — demand forecasting, menu optimization, and operational intelligence.
⚙️
Operations
Process & Supply Chain Research
Reproducible analysis of operational data — from supply chain signals to process efficiency, with full audit trails for internal review.
🏛️
Public Sector
Policy Intelligence & Audit-Ready Analysis
Air-gapped workflows, RBAC controls, and provenance-first architecture built for government and public sector evidence requirements.
💳
Fintech
Credit & Compliance Research
From credit scoring model validation to fraud pattern research — reproducible findings with compliance-ready audit logs.
📈
Trading Advisor
Agentic Trade Intelligence
Multi-source market research with epistemic status labels — so trading teams know exactly how validated each signal is before acting.
Integrations
Your Data, Your Tools — One Provenance-Aware Network.

SuperLabs connects to data lakes, warehouses, ELNs/LIMS, document stores, wikis, CRMs, and messaging suites — evidence, lineage, and audit trails flow across systems with zero copy-paste.

🗄️Data Lakes
🏭Warehouses
🧬ELNs / LIMS
📚Document Stores
📖Wikis
👥CRMs
💬Messaging
📹Meeting Suites
🔗REST APIs
🪝Webhooks
📊BI Tools
🎫Ticketing
🔄Write-Back
+70+ Connectors
Optional write-back supported · Lineage preserved across all systems · No copy-paste required
Get Started
Try SuperLabs Free.

Reproducible answers, not guesswork. Start a free trial and see what your data actually proves.

Start Free Trial → See How It Works

NO CREDIT CARD · PROVENANCE FROM DAY ONE · 24/7 SUPPORT