Your Company's
Reasoning Layer
Teams of specialized AI agents deliberate with your people, write every conclusion into a shared knowledge base, and recall past decisions the moment they matter again. Every decision makes the next one smarter.
Not a chatbot. A company brain that compounds.
Join the waitlist • Limited early access • Be first to experience it
See It in Action
A platform built for serious research — not another chat wrapper.
AI Agents Debating Your Research
Launch structured deliberation sessions where multiple AI agents — each with different expertise and origins — debate, challenge, and synthesize insights on your research question.
- 8 deliberation strategies
- Multi-model AI participants
- Pause, steer, and contribute anytime

A Brain That Compounds
Most AI tools forget everything the moment a session ends. Pragnanz closes the loop: every deliberation feeds the knowledge base, and the knowledge base feeds every future deliberation.
Deliberate
AI agent teams and your people reason through the decision — structured, adversarial, evidence-based.
Write Back
Conclusions, syntheses, and reports are automatically saved to your knowledge base with full provenance.
Recall
The next session, chat, or campaign searches past decisions and cites them — nothing gets re-litigated from scratch.
Compound
Agents build semantic memory from every session. Your reasoning history becomes a queryable institutional asset.
Deliberate → Write back → Recall → Compound — then the loop repeats, smarter
Knowledge Flywheel
Deliberation results and research syntheses write back into your knowledge base automatically — no copy-paste curation. Toggle it per session or campaign, or save any result with one click.
Decision Recall
Agents and chat can search past decisions across sessions with provenance-backed citations. "We already decided this — here’s why" becomes a one-second lookup.
Org-Wide Ask
Ask a question and get answers grounded in knowledge from every project you can access — with strict, fail-closed permissions and per-project attribution on every result.
Semantic Agent Memory
Agents remember what matters, not just what’s recent. Memories from deliberations, research campaigns, and chats are embedded and recalled by relevance to the topic at hand.
Org-Shared Agents
Share your best-trained agents across the organization. Teammates get the persona and its accumulated expertise — ownership and permissions stay intact.
Living Knowledge Base
Wiki-links, backlinks, an interactive graph, and semantic search — continuously enriched by every session your team runs, and searched by agents during deliberation.
A Collaborative AI Team
Build teams of specialized AI agents that debate, challenge each other, and synthesize insights together. Step in anytime to steer the conversation — the human is always part of the process.
8 Deliberation Strategies
From rigorous 3-Phase analysis to adversarial Red Team/Blue Team, Delphi consensus to Socratic questioning — choose the right collaboration pattern for every challenge.
Custom AI Agent Personalities
Build your own AI research team. Choose from 20+ expert archetypes, assign seniority tiers, and give each agent a unique cognitive style and persistent memory.
Multi-Provider AI
OpenAI, Anthropic Claude, Google Gemini, and xAI Grok — all from one platform. Each agent’s origin and seniority tier automatically selects the right model for the task.
8 Deliberation Strategies
Each strategy brings a mechanically distinct collaboration pattern. Pick the right one for your challenge — or let the AI recommend one.
3-Phase Deliberation
When you need thorough, evidence-based conclusions
Your team needs a definitive answer to a complex question, but group discussions lead to anchoring bias — whoever speaks first shapes the outcome.
Everyone analyzes independently first, then debates as a group, then a principal synthesizes. No one is influenced before forming their own view.
"Should we enter the Japanese market?" — each agent researches independently, then they debate trade-offs, then a lead synthesizes the recommendation.
3+ agents: analysts work solo, then debate, principal synthesizes
What is Pragnanz?
From German Prägnanz — "good form." The central law of Gestalt psychology, formulated by Wertheimer, Koffka, and Köhler in the early 1900s.
"The whole is other than the sum of its parts."
Multiple agents and humans each contribute partial perspectives — complexity
Structured deliberation organizes the chaos — the process
Coherent insight emerges — qualitatively different from what any single mind could produce
Powering Critical Research Workflows
From competitive intelligence to due diligence — enterprise teams rely on Pragnanz for the research that drives decisions.
Strategic Calls
Market entry, build vs. buy, pricing, M&A. Multiple models debate the options, cite past decisions, and leave a reasoned record you can defend later.
Pre-Mortems & Red Teams
Stress-test launches and plans before reality does. Adversarial agent teams hunt for the failure modes your own team is too close to see.
RFC & Architecture Reviews
Socratic review of technical proposals — structured questioning, documented trade-offs, and conclusions that flow straight into tracked tasks.
Post-Incident Reviews
Structured 5-Whys root-cause analysis with a full evidence trail — and the findings stay searchable for the next incident.
Due Diligence
M&A, investments, and partnerships. Automated multi-source research campaigns with deduplicated, confidence-scored, contradiction-checked findings.
Competitive & Market Intelligence
Goal-driven campaigns that discover sources, extract evidence, and synthesize findings — then write the results into your company brain.
Build Your AI Research Team
Create custom AI agent personalities from a catalog of expert archetypes. Each agent has its own domain expertise, thinking style, seniority tier, and persistent memory across sessions.
20+ Expert Archetypes
Plus Medical Expert, UX Designer, Educator, Journalist, Marketing Strategist, Environmental Scientist, Ethicist, and more.
Seniority Tiers
Assign a seniority tier to each agent. Tier determines deliberation role and model quality — balance depth vs. cost.
Each agent's tier + origin automatically selects the right model. See AI Capabilities →
Memory & Cognitive Styles
Agents remember key positions from past deliberations and develop consistent viewpoints over time.
Semantic Memory
- Recalls memories by relevance to the topic — not just recency
- Learns from deliberations, research campaigns, and chats
- Shareable org-wide: teammates get the expertise, you keep control
- Full memory timeline and audit trail
Cognitive Styles
Modify how an agent thinks — analytical, creative, rigorous, contrarian. The same archetype can reason differently based on the cognitive style you assign.
How Agent Teams Work in Practice
Build Your Roster
Pick archetypes, set tiers, choose origins. Name them, give them a cognitive style.
Assign to Deliberation
Add agents as AI participants in any session. Mix Director, Expert, and Analyst tiers.
Watch Them Collaborate
Agents debate with their persona, domain lens, and memories from past sessions.
Agents Learn
After each session, key positions are saved to memory — sharpening future analysis.
From Decision to Delivery
A decision that never becomes work is just a conversation. Pragnanz turns research and deliberation outcomes into tracked, assigned, linked execution — in the same place the reasoning happened.
Boards, Table, List & Timeline
Every project gets a full work surface — Kanban board, Notion-style table with inline editing, grouped lists, calendar, and a Gantt timeline with research phases as their own lane.
Research → Tasks Bridge
Turn findings and syntheses into tracked tasks in one step — or let the AI plan a task breakdown from a synthesis. Every task keeps a link back to the research that justified it.
My Work Hub
One cross-project view of everything assigned to you — including research that’s paused and waiting for your input, so campaigns never stall silently.
Global Search & Task IDs
Human-readable task IDs (like PRZ-142) and a Cmd+K search across every project — reference work in standups, link it in chat, find it instantly.
Work-Aware Notifications
Assignments, comments, @mentions, and research events fan out to the people linked to the work — email and push, with click-through to the exact task.
AI Board Actions
The assistant creates and updates tasks from chat, injects board context into deliberations, and reports board activity inside research syntheses.
Built for Enterprise Research Teams
Security, compliance, and reliability your organization demands — with the AI research power your team needs.
Enterprise-Grade Security
SOC 2 compliant infrastructure with encrypted data at rest and in transit. Role-based access controls and audit logging.
Team & Organization Management
Invite team members, manage roles, and organize research by projects. Full visibility into team activity and usage.
Fully Managed Cloud
No infrastructure to manage. We handle scaling, updates, and maintenance so your team can focus on research.
Usage Analytics & Budget Controls
Per-user, per-project, and per-team spending limits. Detailed usage dashboards with exportable reports.
Priority Support
Dedicated account management, onboarding assistance, and priority support channels for enterprise customers.
Shareable Reports & Exports
Every deliberation produces a visual report with interactive charts and tables. Export to PDF and share with stakeholders — no platform access required.
Platform Features
Supporting capabilities that power the core collaboration experience.
Self-Feeding Knowledge Base
Wiki-links, backlinks, AI-suggested connections, and an interactive knowledge graph — automatically enriched by every deliberation and research campaign, and searched by agents to ground new analysis in what your company already knows.
Visual Reports
Every deliberation session generates a rich report with interactive charts, sortable tables, and structured analysis. Switch chart types on the fly, filter tables, and export to PDF.
Automated Research Campaigns
Define research goals and let AI execute multi-phase campaigns. Automatically discover sources, extract observations, and synthesize findings.
Presentation Generation
Turn deliberation sessions into polished slide decks. Interactive Reveal.js presentations in-browser or download as PowerPoint for offline use.
AI Campaign Planning
AI analyzes your research goal and generates a structured plan — goal classification, entity extraction, key questions, search queries, and effort estimation.
Prompt Analyzer
AI analyzes your topic and recommends the optimal deliberation strategy, clarifying questions, and matching session templates before you start.
Org-Aware AI Chat
A personal assistant that remembers your past conversations, searches knowledge across every project you can access, recalls prior decisions with citations, and can plan and create tasks for you.
Conflict Detection & Resolution
Automatically detect contradictions between findings. Track evidence on both sides and manage resolution workflows.
Collab Session Presets
Pre-built session templates organized by domain and use case. Launch deliberation sessions with one click — no manual configuration needed.
Notifications
Multi-channel notifications for research milestones. Email and push alerts for phase completions, campaign results, and synthesis readiness.
Privacy-First Embeddings
Semantic analysis powered by private embedding models. Sensitive research data never leaves our secure infrastructure.
Usage & Cost Controls
Real-time budget tracking per team, project, and user. Set spending limits with automatic warnings — no surprise bills.
File Storage
S3-backed file management with scoped access control. Signed URLs, lifecycle management, and automatic cleanup for all document types.
Real-time Collaboration
Live updates for chat messages, deliberation turns, phase changes, and campaign progress. Your whole team stays in sync.
Dashboard Recommendations
Personalized next-step suggestions based on your activity, collab history, and strategy usage. AI recommends what to research next.
Start Compounding Your Decisions
We're onboarding teams who are done losing their best reasoning to chat scrollback. Request access and give your company a brain that remembers every decision — and gets smarter with each one.
Limited early access • Approved teams get full platform access