AI workflow automation and custom software
AI workflow automation and custom software for complex operations
In short
Kotoh Labs designs and builds AI workflow automation and custom software for operational processes that involve sensitive data, multiple systems, human decisions or costly manual handoffs. We start with a one-week workflow audit, then build a working pilot with human approval on every consequential step.
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How Kotoh approaches it
We begin with the real operation: who does the work, what information moves, where decisions happen and what can fail. AI is introduced only where it creates measurable operating value while preserving human authority and traceability.
The same approach works for custom software without AI. A CRM, a member portal, a reporting tool or an integration between two systems that don’t talk all start from the same map of the work, and end with a deployed system your team logs into.
Read more about how a pilot runs, or what AI workflow automation costs.
Built for
- Operations leaders
- Product teams
- Regulated businesses
- Service organizations
- Nonprofits with heavy admin work
Common problems
- Manual document intake
- Repeated classification and routing
- Disconnected systems
- Unclear ownership and approvals
- Off-the-shelf tools that cover half the workflow
What we build
- Workflow and decision mapping
- Document extraction and classification
- Human-in-the-loop review
- API and system integration
- Custom internal tools and CRMs
- Operational dashboards
- Audit trails and exception handling
What you receive
- Operational blueprint
- Production-ready workflow application
- Integration layer
- Review and approval controls
- Tests and operating documentation
Controls
- Source-linked model output
- Least-privilege access
- Human approval for consequential actions
- Observable queues and retries
Work that shows it
A national telehealth company
A national telehealth platform, designed and built by our founder
A complete medical platform for an 8-figure telehealth business: prescription workflows in all 50 states and 7-figure annual payment volume.
LTV Commerce / Easy Protein
LTV Commerce: subscription management software and reporting tools
Subscription management software and internal reporting tools for a consumer subscription brand.
Zenture
Zenture: a CRM for a tech recruiting firm
Helped build the CRM a tech recruiting firm runs its business on.
Questions buyers ask
What is AI workflow automation?
AI workflow automation combines software rules, integrations and AI capabilities to move operational work from intake through decision and action. Effective systems keep sources, exceptions, approvals and ownership visible.
Which workflows should use AI?
Good candidates are high-volume processes involving unstructured documents, classification, summarization, prioritization or drafting. High-risk decisions should remain human-controlled.
Do you build custom software without AI?
Yes. Many of the systems we build are ordinary custom software: CRMs, portals, internal tools, reporting and integrations. AI is added only where it creates measurable value and can be tested.
Can Kotoh Labs integrate existing software?
Yes. Kotoh Labs commonly builds around existing systems through APIs, event queues, secure data boundaries and operator-facing workflow layers.
What does it cost?
Most engagements start with a one-week workflow audit priced at $5,000 to $10,000. Production pilots typically run $25,000 to $75,000 over three to six weeks. See our cost guide for how the price is built.
Related capabilities
Secure document processing and intelligence
Encrypted intake, extraction, classification and review queues, with every output linked to its source.
Custom healthcare software development
Patient intake, case operations, secure communications and payments, built to HIPAA requirements.
Government software development and modernization
Workflow software for document-heavy public-sector processes, with sources and human authority kept visible.
Have a project or a workflow worth fixing?
Send a short note about what you need. Ian answers every email within one business day.