San Antonio, TX · Military City, USA UEI L58JZMKRCLM5  ·  CAGE 203C1  ·  NAICS 541511  ·  SAM.gov Active
THE PROBLEM WITH “CHAT WITH YOUR DATA”

Ask questions in plain English. Get answers you can put your name on.

A language model pointed at a spreadsheet will happily give you a confident number that is simply wrong. That is fine for a first draft and unacceptable for a board report, a compliance filing, or a mission decision. We build the version you can trust. A deterministic engine computes every figure over your full dataset, the language model handles the questions and the wording, and it never makes up a number. Every answer carries a trace back to the exact records and calculation behind it.

Plain terms on “auditable.” We mean that every number in an answer is computed by a deterministic engine over your full data, not generated by the language model, and each answer records the calculation and the rows behind it so a person can check it. The model handles language, never arithmetic. This is a method we have built and benchmarked on public datasets, and every deployment is scoped and validated against your own data before you rely on it. This page is educational, not legal or compliance advice.
TWO WAYS IN, ONE METHOD

Pick the track that fits you

The same engineering runs both. The difference is where your data lives and what the answer has to survive.

For Commercial Teams
Analytics your whole team can query, and trust

Give everyone a plain-English way to ask the data questions, without the risk of a confidently wrong number reaching a customer or a decision.

  • Ask questions in plain English, no SQL or BI license per seat
  • Every number computed over your full data, not sampled or guessed
  • Answers you can check, with the calculation shown
  • Runs on your data, exportable, no lock-in
Book a working session
For Government & Regulated Buyers
Answers that hold up in an audit

For work where a hallucinated figure is not an option, healthcare, finance, and defense. The number is computed and traceable, and the whole thing runs inside your boundary.

  • Deterministic figures with a reproducible trace to source
  • Deployable inside a NIST 800-171 boundary or our hardened enclave
  • Sensitive data never has to touch a commercial AI tenant
  • Pairs with our readiness work · see CMMC packages →
Review readiness first
HOW IT WORKS

Three parts, one trustworthy answer

The language model does what it is good at, understanding your question and phrasing the reply. It never touches the math.

01

Deterministic compute layer

The part that produces every figure. It runs the actual calculation over your full dataset, aggregates, comparisons, correlations, and model predictions, the same way every time. No sampling, no estimation, no drift.

02

Plain-language interface

A language model turns your question into a precise request the compute layer can run, and turns the result back into a clear answer. It handles words, not numbers, so it cannot invent a figure.

03

Reproducible trace

Every answer carries the calculation and the records behind it, and a check that flags any claim not backed by a real computation. You can hand the trace to an auditor, a regulator, or a skeptical executive.

WHY NOT JUST POINT CHATGPT AT THE SPREADSHEET

What a raw language model costs you on real data

The quick approach is fine for exploring and dangerous for deciding. Here is the trade you are actually making.

RISK

Confident wrong numbers

A raw model will state a total, an average, or a trend that reads perfectly and does not match your data. You often cannot tell which answers are real without redoing the work yourself.

SCALE

It cannot see the whole table

Large datasets do not fit in a prompt, so the model works from a slice and guesses the rest. Our compute layer runs over every row, so the answer does not degrade as the data grows.

AUDIT

No trail to stand on

When someone asks how a number was reached, “the AI said so” is not an answer. Every figure we return comes with the calculation and the rows behind it.

BOUNDARY

Your data on someone else’s tenant

Pasting sensitive records into a public AI tool sends them somewhere you do not control. We deploy inside your boundary or our hardened enclave, so the data stays where it is allowed to live.

HOW WE ENGAGE

Start with a paid pilot on your own data

We do not sell a login. We prove the method on a real question of yours first, then scope the build. Every engagement below is confirmed together on a short call, so the number fits the data and where it has to run.

01
PAID PILOT  ·  PROVE IT ON YOUR DATA

Pilot

See it work on a question that matters to you. We take one real analytic question and your data, stand up the method, and show you the answer with its full trace beside the raw-model version.

  • One real question, run on your data
  • Answer with a reproducible trace to source
  • Side-by-side against a raw language-model answer
  • Clear read on fit before any larger build
02
BUILD  ·  STAND IT UP ON YOUR DATA

Build

A working analysis system, wired to your data. We connect your sources, build the compute layer for the questions your team actually asks, and hand you a plain-English way in.

  • Everything in Pilot, extended to your real question set
  • Deterministic compute layer over your full data
  • Plain-language interface with traced answers
  • Yours to run, no per-seat tax, no lock-in
03
ENCLAVE  ·  REGULATED & IN-BOUNDARY

Enclave

For regulated and government work. The same system deployed inside your compliance boundary or our hardened enclave, so sensitive records never touch a commercial AI tenant and the answers survive an audit.

  • Deployed inside a NIST 800-171 boundary or our enclave
  • Deterministic, traceable figures for audit-sensitive work
  • Pairs with our CMMC readiness engagements
  • Build-and-handoff on your hardware available
BRING A QUESTION

Tell us the number you cannot afford to get wrong

Leave your details and the analytic question that keeps you double-checking by hand. We will show you how the traced, computed version would answer it, then book the working session.

Show me how you would answer my question with a trace

We'll send a copy and, if you want, help you take the next step. No spam.

Priority Scheduling

Schedule Your Technical Briefing

Skip the email queue. Book a direct 30-minute discovery session on our technical calendar.

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AUDITABLE AI DATA ANALYSIS

AI answers you can put your name on.

Every figure computed over your full data, traced to source, and run where your data is allowed to live. Book a working session and bring the question you cannot afford to get wrong.