Products
Collective Reasoning Foresight Knowledge Agent Collective IQ
Company
Trust & Governance Results Developers Science
Human agent AI agent Bridge
λ₁ = 0.847
T_int = 0.0004
cogitons: 3

THE TRUST LAYER FOR HUMAN + AI COLLECTIVE INTELLIGENCE

Trusted and Transparent Intelligence.
Build a Collective IQ.


Integrate human creativity with AI to create a Generative Collective Intelligence for your organization.

Create a private resource to propel and build on your organization's knowledge. CrowdSmart Labs provides the trust layer: human and AI reasoning, synthesized into predictions with confidence scores, ranked reasoning, and a full audit trail.

Agents are scaling faster than the systems built to govern them. And AI slop is a governance and economic liability.

Every agent deployed without a trust layer requires exhausting manual oversight. The gap between deployment and accountability is where the risk compounds.

75%+

of organizations are piloting or have deployed AI agents.

Source: Gartner
13%

have adequate governance in place for those agents.

Source: Gartner
Zero

existing tools produce a trustworthy, auditable record that surfaces the reasoning including points of disagreement and agreement

The gap CrowdSmart Labs closes

What CrowdSmart Labs produces

A collective intelligence informed by productive friction · a probability and confidence score · ranked reasoning that shows why the group decided · a full audit trail and provenance · a reusable knowledge model that gets smarter with use.

Three products. One trust layer.

Knowledge Agents establish what is already known. Collective Reasoning Foresight extends it into what the group must decide. Collective IQ makes both compound.

01

Collective Reasoning Foresight

See ahead together

A structured session where people and AI agents contribute judgments, explain their reasoning, evaluate one another's ideas, and develop a measurable collective view.

  • Elicits what people believe, not just what documents contain
  • Preserves dissent instead of averaging it away
  • Bayesian belief network, relevance ranking, convergence analytics
Explore Foresight →
02

Knowledge Agent

Evidence you can check

Trusted, evidence-grounded agents scoped to a corpus you control. They answer from retrieved passages, cite what they used, and link to the original file.

  • Chunk-level provenance that survives ingestion
  • Strict mode abstains when the corpus is silent
  • Hybrid retrieval: vector + BM25 + cross-encoder reranking
Explore Knowledge Agent →
03

Collective IQ

Intelligence that compounds

A living knowledge model trained on your people's thinking. Every deliberation becomes a durable asset that informs the next decision.

  • Persistent records of deliberations, decisions, and predictions with full provenance
  • You own the model — private, no leakage
  • Analytics across sessions, agents, and time
Explore Collective IQ →
Accurate and Auditable Predictive Intelligence
with a new generation of Knowledge Agents
Knowledge Agent
GLP-1 prediction
Prediction · GLP-1 · Knowledge Agents

Predictions with Knowledge Agents are accurate, trusted and transparent.

A diverse ensemble of document-grounded Knowledge Agents forecasted FDA approval of orforglipron (Foundayo) for obesity/overweight — and got it right when the decision resolved in April 2026. Every probability, citation, and disagreement stayed inspectable: accurate enough to compete with established prediction markets, transparent enough to trust.

Method: 12 Knowledge Agents across four corpus archetypes (clinical trialist, regulatory skeptic, base-rate forecaster, market analyst); peer-reviewed Collective Reasoning with evidence freeze before PDUFA resolution. Collective Brier score: 0.105 on the primary approval question; directional calls correct on the related extension and CRL questions.

We tested it over 4 years with an investment fund and othher categories demanding trust and accountability.

Investment, defense, and enterprise transformation — three of the most evidence-demanding categories.

71%

Titan Fund — portfolio survival against a 38% industry baseline, across an eight-year deployment.

Investment
3,000+

NATO — ideas deliberated by AI agents and senior commanders across a 31-country deployment.

Defense
10x

Alera Group — value against effort at a $1.4B organization; decision cycles went from weeks to hours.

Enterprise

Developed with the pioneers of collective intelligence.

Neuroscience, information physics, and spectral graph theory, combined in a patented learning engine — and validated in the open literature.

Four issued US patents

The learning engine is covered by US 11,366,972 · 11,455,474 · 11,507,753 · 11,586,826 — spanning probabilistic graphical models, persistent knowledge models, group free-energy measurement, and semantic coverage.

Registered 2022–2023

Published and peer-reviewed

Our framework for amplifying human co-creativity is on arXiv, and the principles behind it are argued in Brookings, MIT Sloan, and HBR by the researchers who advise us.

arXiv 2505.19167

You already have the intelligence.
CrowdSmart Labs unlocks it.

No pre-training required. Tell us about your team and the needs for trusted intelligence you are facing.

Contact us

Contact us

Share your team and application interest. Your message goes straight to info@crowdsmart.ai.

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