custom ai solutions · grounded & auditable

Every answer, adduced.

We design and build custom AI solutions for your domain — across structured and unstructured data. From classification and extraction to analytics and business intelligence, every result is auditable back to its source.

custom-built · auditable by design · self-hosted

Classified · 12,480 records

CATEGORY A CATEGORY B CATEGORY C FLAGGED
3,204
2,118
1,046
312

every figure traced to its source

Rooted in legal & government — built for any domain
Structured + unstructured Auditable by design Self-hosted Human-in-the-loop
what we build

Custom solutions, built for your problem.

Not a single product — the knowledge and engineering to build the exact solution your domain and data need.

Classification & categorization

Sort records — documents or data — into the categories that matter, with confidence and flags for review.

Extraction & structuring

Turn messy inputs into clean, structured fields — each value checked against its source.

Analytics & business intelligence

Dashboards, trends, and forecasts that turn your data into decisions — every figure traceable.

Anomaly detection & risk

Surface inconsistencies and outliers in real time, and route what matters to a human.

Auditability & provenance

Every output traced to its source, with a full, reproducible audit trail built in from day one.

Domain-tuned models

Models trained and tuned on your terminology, data, and constraints — self-hosted, never generic.

our approach

We build for your domain, not the average.

We start with your problem, your data, and your constraints — then design a pipeline and models around them. The result is a solution tuned to how your work actually happens, deployed inside your environment.

  • Tailored to your domain's language, data, and rules.
  • Structured and unstructured data, in one pipeline.
  • Self-hosted, with a human on anything that matters.
A CUSTOM PIPELINE, BUILT FOR YOUR DOMAIN Ingest Structure Analyze Verify Deliver Human review ingest → structure → analyze → verify · with a human on anything that matters
CLASSIFICATION & CATEGORIZATION UNSTRUCTURED STRUCTURED CATEGORY A3,204 CATEGORY B2,118 CATEGORY C1,046 FLAGGED312 structured & unstructured, sorted with confidence · flagged for review
any data

Structured and unstructured, one discipline.

Contracts and case files, spreadsheets and databases, forms and free text — we work across all of it. The same rigor applies whether the input is a paragraph or a column: classify it, structure it, and keep the thread back to where it came from.

analytics & bi

From data to decisions.

Once it's classified and structured, your data becomes something you can act on — dashboards, trends, forecasts, and the metrics your team actually needs. And because provenance is built in, every figure on the board can be traced back to the record behind it.

  • Live dashboards and business intelligence.
  • Forecasting and predictive insight.
  • Every metric sourced and reproducible.
ANALYTICS & BUSINESS INTELLIGENCE VOLUME12.4k FLAGGED3.2% CYCLE TIME−58% TREND · LAST 12 PERIODS throughputexceptions raw data → dashboards & decisions · every figure traced to source
AUDITABILITY · TRACE TO SOURCE OUTPUT Sourcerecord 4821 Sourcerecord 2093 Sourcerecord 7756 ✓ logged✓ timestamped✓ reproducible every output traced to its source · full, reproducible audit trail
auditability

If it isn't auditable, it isn't finished.

In the work we do, a result you can't defend is worse than no result. So provenance isn't a feature we add later — it's the foundation. Every output links back to the exact records behind it, with a complete, timestamped, reproducible trail built for review, oversight, and appeal.

  • Trace any output back to its source records.
  • Complete, timestamped, reproducible audit log.
  • Explainable by design — nothing is a black box.
sectors

Rooted in legal and government. Not limited to them.

Our deepest experience is where decisions have to be defensible — legal and govtech. The same discipline travels to any field where accuracy, provenance, and oversight matter.

Legal Government & defense Compliance & risk Financial services Healthcare Insurance Public sector Research
leadership

Built and run by people who've done this work.

Adduce is led by a small, hands-on team.

WB

Wendell Beres

Chief Executive Officer

Bio coming soon.

MS

Mike Saunders

Chief Technology Officer

Bio coming soon.

Custom-built
tailored to your domain, never off-the-shelf
Auditable by design
every output traced to its source
Structured + unstructured
one discipline across all your data
Self-hosted & in-region
runs inside your boundary

Tell us your domain. We'll build the solution.

A short conversation is the fastest way to see what's possible with your data.