Patient intake + case operations
AWS ECS · controlled data
AI-NATIVE DELIVERY · HUMAN-GATED
Every requirement,traceable toworking code.
Kotoh Labs builds secure, production-ready software for complex operational workflows. AI does the engineering volume; humans gate security, architecture, and money. You get a deployed system in weeks, not a deck.
OPERATING IN PRODUCTION · FOUNDER-LED · HUMAN-GATEDRELEASE AUTHORITYHuman gateRequirements converge. Authority stays explicit.
SYSTEMS BUILT + OPERATEDCARE OPS · PAYMENTS · IDENTITY · SIGNAL INTELLIGENCE · OPPORTUNITY INTELLIGENCE
INTERACTIVE / 001
Bring us the workflow.
Describe the operation and mark its consequences. The Workflow Lab generates a first-pass system boundary, human gates, evidence plan, and scope signal—locally in your browser.
OPEN WORKFLOW LAB ↗01 — THE DELIVERY SYSTEM
Watch a requirement become deployed code.
Every engagement runs the same path: requirement → spec → build → gate → deploy → verify. The system exposes what changed, who approved it, and whether production proved the outcome.
REQ
Refund mirror for ledger-only gateways
TRACKEDSPEC
14 acceptance criteria · owner-approved
APPROVEDBUILD
Change set linked · adversarial review passed
MERGEDTEST
Contract + integration + replay suites
PASSGATE
Money-path change · named human authority
HUMAN-GATEDDEPLOY
Production rollout · rollback armed
DEPLOYEDVERIFY
Ledger parity confirmed · zero side effect
VERIFIED02 — SHIPPED + OPERATING
Systems in production today.
NO LOGO WALL. THESE ARE OPERATING CATEGORIES—BUILT, SHIPPED, AND RUN BY KOTOH.
Payments + subscription infrastructure
Stripe · Shopify · custom ledger
Identity + clinical routing
IDV · accountable decisions
Internal operations software
Spec → production in weeks
First-party signal intelligence
Source-linked evidence
Workflow replacements for failing SaaS
Owned operating systems
03 — WHERE IT HURTS
You already know which process is bleeding.
We build the system that actually runs the workflow—and we put our name on the deploy.
The process lives in inboxes.
Decisions and exceptions disappear into individual queues with no durable operating record.
The tools disagree.
Customer, payment, clinical, and fulfillment systems each hold a different version of what happened.
The last project ended in a deck.
Strategy never became deployable software, acceptance evidence, or an accountable production owner.
04 — ENGAGEMENTS
Three ways in. Real prices.
Clear boundaries make fast delivery possible. Every engagement has an artifact, an accountable owner, and a definition of done.
AI Workflow Audit
$5–10K1 focused week
We map the operation, identify the expensive failure modes, and turn the findings into a buildable system boundary.
DELIVERABLESSource-linked workflow mapRisk and automation registerArchitecture + pilot specification
WHAT WE NEED FROM YOU
One operator, sample artifacts, and access to the people who own the exceptions.
NOT RIGHT FOR YOU IF
You only want a generic AI strategy deck.
Production Pilot
$25–75K3–6 weeks
One high-value workflow becomes deployed software against real systems and explicit acceptance evidence.
DELIVERABLESWorking production sliceSpec → code → tests → gated deployMonitoring, rollback, and operating documentation
WHAT WE NEED FROM YOU
A named decision-maker, system access, success criteria, and a safe production path.
NOT RIGHT FOR YOU IF
Requirements cannot be pinned to a spec yet—start with the audit.
Managed AI Operations
$5–20K/moOngoing
We host, monitor, and improve what we built—with human-reviewed automation and a live account of what changed.
DELIVERABLESHosting, monitoring, and incident responseHuman-reviewed automation queueControl-room access + monthly ship list
WHAT WE NEED FROM YOU
An escalation contact and a clear change-approval channel.
NOT RIGHT FOR YOU IF
You want staff augmentation by the hour.
BOOK A WORKFLOW AUDITEVERY ENGAGEMENT STARTS WITH THE AUDIT—UNLESS YOU ARRIVE WITH A SPEC.
05 — CASE FILES
First-person past performance.
Systems built and operated under real constraints. Product and customer records remain private; the operating evidence is available in a working-session walkthrough.
A complete care platform spanning secure checkout, patient portal, messaging, and prescription workflows across the United States.
CONSTRAINT — Sensitive health data, live patients, and zero-downtime migrations.
50 STATES · PRODUCTION OPERATIONOne operating view for live financials and first-party marketing data, with generation and evaluation tooling.
CONSTRAINT — Numbers had to reconcile to the ledger—not the ad platform.
LIVE P&L · FIRST-PARTY ATTRIBUTIONRefund reconciliation across commerce and payment ledgers, rebuilt without disrupting live money movement.
CONSTRAINT — No maintenance window and no tolerance for a duplicate side effect.
LEDGER PARITY · ROLLBACK ARMED06 — GOVERNMENT + REGULATED
Built for environments where mistakes are expensive.
CORE COMPETENCIESCustom operational softwareDocument + case processingSecure system integrationAI-assisted operations with human gates
DIFFERENTIATORSRequirement-to-deploy traceabilityHuman-gated releasesOperator past performanceWeeks, not quarters
REGISTRATIONSAM.gov — entity under reviewUEI + CAGE published when issuedNAICS available on requestCapability statement available
REQUEST THE CAPABILITY STATEMENTHIPAA-CONSCIOUS ARCHITECTURE. FEDRAMP AND CMMC ARE KNOWN TERRITORY—not certifications held.
07 — THE OPERATOR
I.S.FOUNDER / PRINCIPAL
Founder-led.
Operator-run.
Kotoh Labs is run by an operator whose companies depend on the systems behind this work—daily, in production, under real constraints. One principal stays accountable from the first workflow map through the production gate.
01 PRINCIPAL · EVERY GATE08 — QUESTIONS
Is AI writing the code?+
AI does much of the engineering volume: implementation, tests, analysis, and documentation. A senior engineer retains named gates for architecture, security, money, and sensitive data. Every approval stays attached to the release.
Can you work with regulated data?+
Yes, when the engagement can be bounded with least privilege, retention rules, logging, and explicit human authority. Many pilots can begin with synthetic or de-identified artifacts.
What if the pilot misses?+
The pilot is built against acceptance criteria approved before implementation. If the workflow is not viable, you still leave with the source-linked findings, architecture, code produced, and a clear stop decision.
Why not an agency or a full-time hire?+
Use an agency when you need a large delivery organization, and hire when the roadmap supports a permanent team. Kotoh fits when one consequential workflow needs senior product, engineering, and operating judgment now.
Find your most expensivemanual process.
The audit takes one week, costs $5–10K, and ends with an implementation plan you could hand to any builder. Including us.
HELLO@KOTOHLABS.COM — GENERAL · PROPOSALS@KOTOHLABS.COM — RFX