The Platform
A science agency that lives inside your data stack
Specialized AI agents that discover, explain, test, visualize, and document—like having a university research team that runs 24/7 on your enterprise data.
Data Warehousing Agent
Stop treating data engineering as a bottleneck. Our SQL agent understands your BigQuery datasets—their meaning, relationships, and quirks—and makes that knowledge accessible to your entire organization.
Ask questions in Slack. Get answers backed by actual queries you can inspect. Build dashboards through conversation. Watch your data knowledge compound over time.
Get Early AccessConversational Analytics
Ask questions in plain language via Slack or Teams. Get answers with the SQL behind them—no black boxes.
Semantic Data Mapping
The agent learns what your tables and columns mean, building organizational memory that improves over time.
Dashboard Generation
Describe what you want to see. Get publication-ready visualizations in Apache Superset, automatically.
Living Documentation
Every insight, every query, every rationale is captured. Your data knowledge stops living in people's heads.
How It Works
Connect
Link your BigQuery via service account. Your data stays in your environment.
Discover
Agents map your datasets, learning structure and semantics automatically.
Converse
Your team asks questions in Slack. Agents translate to verified SQL.
Visualize
Results flow into Superset dashboards with full lineage and explanation.
Scientific Agent Swarm
Beyond querying: a coordinated swarm of methodological specialists that bring peer-reviewed analytical rigor to your business questions. Each agent owns a clear responsibility. Together, they behave like an always-on research team.
Causal Inference Agent
Separates real drivers from coincidences. Answers 'what actually works?' with statistical rigor, not correlation.
Instrumental variables, difference-in-differences, regression discontinuity
Bayesian Modeling Agent
Builds forecasts that improve as you learn. Quantifies uncertainty honestly—confidence ranges, not false precision.
Hierarchical models, prior elicitation, posterior updating
Dynamic Systems Agent
Models how things evolve over time. Customer journeys, market dynamics, operational flows—with transition probabilities.
Markov processes, state-space models, stochastic dynamics
Econometric Agent
Quantifies market forces and external factors. Gives you a steering wheel for pricing, demand, and competitive response.
Panel methods, time series, structural estimation
Robust Decision Agent
Runs 'what-if' scenarios with uncertainty and downside risk. Stress-tests strategies before you commit.
Robust control, minimax regret, sensitivity analysis
Deliberation Agent
Facilitates collective intelligence. Surfaces hidden consensus and real disagreements across your team.
AI-mediated deliberation, value elicitation, structured argumentation
Why methodological specialists? General-purpose AI gives you plausible-sounding answers. Our agents are constrained to specific, well-understood analytical approaches—returning structured outputs (tables, uncertainty bounds, model comparisons) rather than narrative conclusions.
The result: findings you can inspect, challenge, and defend—suitable for decisions, deliberation, and governance.
The Vision
CollectiWise is not a dashboard tool. Not a chatbot. It's a system for organizational understanding.
We're building toward a complete science agency on your enterprise data—one that can connect not just your internal systems, but external data too: macroeconomic indicators, ecological systems, market sentiment, even the texture of conversations relevant to your organization.
The goal: humans raise questions and hypotheses in conversation. Agents select and apply the right methods to the right data. Findings return as transparent, inspectable evidence suitable for decision-making and governance.
Rigorous science, accessible to everyone. That's the future we're building.
Designed for Regulated & Sensitive Contexts
Self-Hosted Data
Your data and agent memory persist only in your BigQuery. We authenticate via your service account—never storing customer data in our systems.
Ephemeral LLM Context
LLM context is non-retained. Optionally run on private infrastructure via Modal. No training on your data, ever.
Complete Audit Trail
Every query, every transformation, every insight—traceable from dashboard to source. Audit-ready from day one.
No Vendor Lock-In
Built on open standards: BigQuery, dbt, Apache Superset. Your data vault is yours, portable and documented.
Ready to put a science agency on your data?
Start with the Data Warehousing Agent. Grow into the full scientific swarm as your needs evolve.