// knowledge + data intelligence
Your data
is talking.
Are you listening?
One orchestration layer for the knowledge your people write — contracts, wikis, tickets, email — and the numbers your systems generate — metrics, ledgers, time series, models. Reasoned over together. Cited every time.
// 01 / the platform
Knowledge and numbers, made accountable.
L1 // ingest
Documents and datasets, side by side
Contracts, wikis, email, chat, tickets, shared drives, docs, spreadsheets, code repos — alongside warehouses, databases, object stores, data lakes, and BI extracts. Knowledge and numbers ingested with provenance attached at the byte and row level.
L2 // ground
Vector + graph + lexical + tabular
Hybrid retrieval across embeddings, knowledge graphs, BM25 keyword search, and structured SQL over your warehouse. Unstructured prose and quantitative tables resolved through the same query — re-ranked by domain models trained on your corpus.
L3 // orchestrate
The quarterback layer
Specialist agents call specialist agents — a research agent reads the policy, an analyst agent runs the numbers, a reviewer agent reconciles them. The QB routes work, manages context, and refuses to answer when confidence is low.
L4 // deliver
Cited or it didn't happen
Every claim points back — to a paragraph in a contract, a row in a ledger, or a cell in a model. Reviewers approve in-place. The audit trail is the answer, not an afterthought.
// 02 / signal & noise
From documents and dashboards in silos
to one grounded answer.
Knowledge management and quantitative analysis, unified. A policy paragraph and a ledger row resolve into the same cited answer — every claim traceable, no black boxes. Move the cursor to resolve.
Docs
knowledge corpus per domain
Rows
structured data unified
100%
answers cited to source
Accelerated
median hybrid query
// 03 / market position
The empty quadrant.
Enterprise-grade rigor on a quarter-long timeline. Nobody else sits where we sit.
General-purpose chat
horizontal
Consumer notebooks
consumer-grade
Enterprise search
retrieval-only
Vertical copilots
narrow domain
Heavy data platforms
18-month deploy
Lakehouse AI
platform
Quarterback AI
90-day deploy · audit-ready
// 04 / track record
Twenty-five years
calling plays.
This is not a first rodeo. The same person who built data and intelligent systems for innovative companies is building this one.
// M.Sc + United States Olympic Committee
Accurate athletic performance systems
Rewrote laboratory methods and error analysis to improve accuracy and precision of athletic performance data. Methods still used today in sport assessment products.
// Adidas
Intelligent shoe launched
Collected, analyzed and curated millions of data points to engineer feedback loops that improved the next version of the product. Learned what 'grounded' and 'clear communication' mean when manufacturing costs are on the line.
// Blur Sports
Novel skate sensing system
Created sensor system, data system and actionable data to uncover hockey players' skating mechanics and performance.
// XCO Tech
World-leading precision tracking
Established a wearable technology company, architecting its data infrastructure, proprietary algorithms, and go-to-market strategy to deliver clinical-grade movement, cognition, and biometric assessments for the sports and healthcare sectors.
// Recon Health
All-in-one biometric wearable health patch
Formed a joint venture with an AI-on-a-chip semiconductor company to deliver an all-in-one biometric health patch for remote patient monitoring and assessment of neurological, cardiac, frailty and musculoskeletal health conditions.
// Exos @ Google
Innovative multi-modal Gen AI systems
Vision AI and LLM research for fitness applications, plus product development and rollout of new AI-driven features in a digital fitness platform.
// qb · founded
Quarterback AI
Delivering transformational AI systems to SMEs and large enterprise innovation teams. Filling the gap between consumer-grade 'LLM notebooks' and 18-month enterprise platform rollouts.
// 05 / start the play
Ninety days
from documents and data to decision.
We deploy on your knowledge bases and your warehouses, in your environment, behind your perimeter. No data leaves. No demos. Just a working system in 90 days.