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AI-native application development

Production AI, with
the controls in plain sight.

We build AI-native apps and wire LLMs into your workflows — grounded, evaluated, guard-railed, and human-reviewed. Every pipeline ships with its evidence attached.
Get an audit Find your starting point Glass box, not black box.
Workflow · Contract review assistant
RUNNING
Input
request + docs
Grounding
12 sources
Model
reasoning
Guardrails
PASS
Human
2 FLAGGED
Output
DELIVERED
Groundedness
0.96 / 1.00
Eval suite
48 / 50 passed
Guardrails
PASS
Latency p95
840 ms
Continuous delivery v1.3 → v1.4 → v1.5 live · shipped 3× this week, zero regressions
Already in production — generating revenue across these industries
Finance
Healthcare
Retail
Logistics
Manufacturing
Server → LLM
Whole stack, one owner
Every release
Ships with its evidence attached
100% independent
Vendor-neutral · no lock-in
Hands-on
Senior engineers, every project
Who we work with

Three ways teams start with us.

Most clients arrive in one of three situations. Find yours — each has a different first step, and a different thing it's worth to you.

The inheritor

You took over a system you don't fully trust

"I'm responsible for it now, but I don't know what's in it or whether it's safe."

We start with an independent audit — code, infrastructure, and the vendors you rely on — then stabilize what's fragile before anything else is touched.

A clear picture of risk, in plain language
Patched, controlled servers — no surprises
Something you can show your board or insurer
Start with an audit
The builder

You want to ship AI features that actually hold up

"We tried an LLM demo. It impressed everyone, then fell over in production."

We build AI-native apps and wire LLMs into your workflows — grounded, evaluated, guard-railed, human-reviewed — so what ships is something you can stand behind.

Features that pass eval gates before users see them
Continuous delivery, with instant rollback
Evidence on every release, not just a demo
Scope an AI build
The accountable

You need AI you can prove, to people who'll ask

"Leadership and regulators want to know it's safe. 'Trust the model' won't fly."

Our glass-box discipline is built for scrutiny: documented approvals, controlled access, traceable delivery, and an evidence trail attached to every change.

An audit trail you can hand to a regulator
Independent verification — no conflict of interest
Control of docs, credentials, and code stays yours
Talk to us about assurance
Why KeenDigit

Reasons this holds up in production.

Six advantages that map straight to what matters — reliable, robust, transparent, and continuously delivered. Each one is something we show, not just say.

01 · The headline advantage

Glass box, not black box

Most AI is a black box. Every pipeline we ship carries its evidence — groundedness, eval scores, guardrail status, and the human-review trail — visible to you, always.

You see the controls, not just the output.
Eval · contract assistantLIVE
Groundedness 0.96
Eval suite 48 / 50
Guardrails PASS
Latency p95 840ms
02

We own the whole stack

From the Linux server to the LLM. Your AI is reliable because every layer beneath it is ours to keep reliable too — there is no seam we hand off and hope holds.

Server → LLMOne ownerNo seams
03

Independent by design

Vendor-neutral assurance. We audit and verify your systems — including the third parties you already rely on. No conflicts, no lock-in.

Vendor-neutralNo lock-in
04

Production-grade or it doesn't ship

Grounded, evaluated, guard-railed, human-reviewed. Eval thresholds gate every release — nothing reaches users on hope.

GroundedEvaluatedGuard-railedHuman-reviewed
05

Continuous delivery, zero-regression

Ship multiple times a week behind eval gates, with instant rollback. Improvement is constant; surprises aren't.

Eval-gatedInstant rollback3×/week
06

You keep control

Documented approvals, controlled access, structured handover. The docs, credentials, and code are yours to hold — by design.

DocsCredentialsCode — yours
Product architecture

AI is only as reliable as the stack beneath it.

So we own the whole stack. AI-native is the spearhead; every other service is a foundation layer that makes the AI production-grade. One product line, ordered top to bottom — reliability flows up.

Reliability & evidence flow up
Layer 01 · The product

AI-Native

Intelligent apps and workflows, shipped to production with their evidence attached.

AI-Native App Development

LLM features to production — grounded, evaluated, guard-railed, human-reviewed.

Workflow AI Integration

LLMs embedded into existing workflows with audit trails and human-in-the-loop.

feeds · grounds · accelerates
Layer 02 · The substrate

AI-Ready Foundations

Clean data and reliable connectivity — what the models actually read from and write to.

API Integration

Secure auth and data mapping so your systems can talk to the model.

Database Optimization

Fast, reliable queries and backups — the data layer AI depends on.

Web Refactoring

Legacy PHP/JS modernized into a clean, AI-ready codebase.

secures · stabilizes · keeps trustworthy
Layer 03 · The bedrock

Run & Assure

The infrastructure and independent assurance that keep everything above it dependable.

Server Maintenance

Patched, tuned Linux servers the whole stack runs on.

Security Audit

Independent audit of code, infra, and vendors. Verify, don't trust.

How clients move through it

bottom-up — the path to production AI
STEP 01

Audit & Stabilize

Get the inherited system under control. Independent audit, patched servers, no surprises.

Layer 03
STEP 02

Modernize & Connect

Refactor legacy code, tidy the data, wire the APIs — make the system AI-ready.

Layer 02
STEP 03

Build AI-Native

Ship grounded, evaluated, guard-railed AI features and workflows into production.

Layer 01
STEP 04

Operate & Improve

Continuous delivery, live evals, and monitoring keep it reliable as it grows.

All layers
Company

An independent partner for production-grade AI.

Independent, vendor-neutral, and we show our work — the same discipline applied from the boardroom to the server.

KeenDigit reception
KeenDigit reception · Rawlins, Wyoming
Est. 2026
Headquarters
Rawlins, Wyoming United States
Delivery
Global Remote-first
Language & billing
English · USD
Engagement
Independent Vendor-neutral
What we believe

Most AI is a black box. We build the kind you can put in production — grounded, evaluated, guard-railed, human-reviewed — and ship every pipeline with its evidence attached. Glass box, not black box.

It's the same discipline we apply everywhere: documented approvals, controlled access, and traceable delivery. The goal is never to dazzle you with output — it's to show you the controls behind it.

How we operate

Documented approvals

Nothing changes without a written, agreed scope. Every decision is on record.

Controlled access

Least-privilege by default. Access is granted, logged, and revoked deliberately.

Traceable delivery

Every change is attributable — what shipped, when, by whom, and why.

Structured handover

You keep the documentation, credentials, and control. No lock-in by design.

The team

Senior practitioners — not a staffing agency.

A small, independent team of senior engineers. The same people who scope your audit do the work and hand it over — organized around the three layers of our stack.

Layer 01 · Product

AI-Native practice

Grounding, evaluation, guardrails, and human review for production AI.

Layer 02 · Substrate

Foundations practice

APIs, databases, and legacy modernization — the AI-ready substrate.

Layer 03 · Bedrock

Run & Assure practice

Infrastructure and independent security audit. Vendor-neutral.

Michael Brennan
AI-Native lead
Michael Brennan
Principal, AI Engineering

Production AI — grounding, evals, and the kind of systems that ship with their evidence attached.

LLM appsEvalsGuardrails
Kevin Zhao
Foundations lead
Kevin Zhao
Lead Engineer, Platform

APIs, data, and legacy modernization — the substrate that makes AI production-ready.

APIsPostgreSQLSymfony / Vue
Simone Carter
Assurance lead
Simone Carter
Security & Audit Lead

Infrastructure, security audits, and independent vendor review.

AuditLinuxVendor review

You meet who does the work

No bait-and-switch. The senior who scopes it delivers it.

Independent & vendor-neutral

We audit third parties without conflict — including ones you already use.

You keep control

Documentation, credentials, and code stay yours. No lock-in by design.

Selected work

The evidence, not just the pitch.

A few representative engagements across the three layers. Numbers are the kind we report — real results will replace these placeholders.

Contract-review assistant
Layer 01 · AI-Native

Contract-review assistant

A grounded LLM workflow with human review in the loop — shipped to production with its evidence attached.

0.96
Groundedness
—
Hours saved / wk
Legacy platform, modernized
Layer 02 · Foundations

Legacy platform, modernized

Legacy PHP/JS refactored into a clean, AI-ready codebase, with the data tidied behind it.

—
Faster queries
—
Less downtime
Independent security audit
Layer 03 · Run & Assure

Independent security audit

Inherited code, infrastructure, and vendors audited and stabilized before any new build began.

—
Findings closed
—
Days to stable
A client testimonial will appear here — the best ones name the fear we removed, not the technology we used.
Reference available on request
Metrics shown are illustrative. They're the kind we report; exact figures and a client quote are added per engagement.
Start here

One low-risk first step: the independent audit.

You don't have to commit to a rebuild to work with us. Start with a fixed-scope audit — we look, we report, you decide. No access is granted until the scope is in writing.

On requestfixed-scope audit · or a free intro call first

The KeenDigit Independent Audit

A senior engineer reviews your code, infrastructure, and the vendors you depend on — then hands you a plain-language report of what's solid, what's risky, and what to do first. Credited toward any build you decide to do with us.

Book your audit Book a 15-min call
Scope in writing first. Nothing is touched until you've agreed exactly what we'll do.
No access until you grant it. Least-privilege, logged, and revocable.
The report is yours to keep — even if you take it elsewhere.
What's in the report
Code & infrastructure review
Where it's fragile, where it's fine — ranked by risk.
Security & access findings
Exposures, missing controls, and the quick wins first.
Vendor & dependency check
Independent view of the third parties you rely on.
A prioritized action plan
What to fix now, next, and later — with effort estimates.
AI-readiness assessment
What it takes to put production-grade AI on top.
Audit pricing and turnaround are set per engagement — final figures will replace these placeholders.
Before you ask

The questions we get first.

The honest answers to what teams worry about before letting anyone near their systems.

I already have a vendor. Why bring you in?
Because we're independent and vendor-neutral. We audit and verify systems — including the third parties you already rely on — without a conflict of interest. We're not trying to displace your team; we're the outside set of eyes that tells you whether what you have is sound.
Is my data and access safe with you?
Access is granted by you, logged, and revocable, on a least-privilege basis — and nothing is touched until the scope is documented and agreed. The documentation, credentials, and code stay yours throughout. Control is the default, not an upgrade.
What does "independent" actually mean here?
No lock-in and no kickbacks. We don't resell anyone's platform, so our assessment isn't steering you toward a product we profit from. When we audit a vendor you use, our only incentive is to report what's true.
Do I have to commit to a full rebuild?
No. Most clients start with a fixed-scope audit — we look, we report, you decide. There's no obligation to build, and if you do, the audit fee is credited toward it.
How do I know the AI you ship will actually hold up?
Every pipeline ships grounded, evaluated, guard-railed, and human-reviewed, with eval thresholds gating each release and the evidence attached. Nothing reaches your users on hope — and you can see the controls, not just the output.
You're new (est. 2026) — why trust you?
The company is new; the people aren't. You meet the senior engineer who scopes the work and they're the one who delivers it — no bait-and-switch, no junior hand-off. And the entire model is built so you never have to take our word for anything: we show our work.
Ready when you are

Inherited a system you don't fully trust?

Start with an independent audit. No access is granted until the scope is documented — you stay in control from the first email. Tell us where you are and we'll reply within one business day.

Scope before access
We write down exactly what we'll do before touching anything.
Independent & vendor-neutral
No lock-in, no conflicts — we audit even the vendors you use.
One business day
A senior engineer replies — not a bot, not a queue.
Rawlins, Wyoming · USA Global · remote-first
Request your audit
No access is requested here — just a conversation. We reply within one business day.
We use your details only to reply to this request — we never share or sell them. Privacy.

Thanks — we'll be in touch within one business day.

A senior engineer will reply to your message directly — not a bot, not a queue.

Start with an auditFixed scope · no access until you grant it
Get an audit