An agentic platform that adapts to the workflows standard tools can't
Monitor, classify, extract, validate, resolve exceptions, integrate. Any document type, any format, any language. Your rules, your thresholds, your exceptions, encoded into every agent. No templates, no rigid pipelines to maintain.
Agents that reason, not pipelines that shatter
Two approaches to the same problem. Only one survives contact with real operations.
A fixed pipeline. One template changes, everything breaks.
- A template per document type. Maintenance grows with variety.
- Stops at extraction. Validation and exceptions are someone else's problem.
- A rule change means a pipeline rebuild.
Specialized agents coordinating in context. Rules change, the agents adapt.
- No templates. Give the agent examples and rules; it generalizes from there.
- End-to-end by design: intake, classify, extract, validate, resolve, integrate.
- A rule change means an agent update. Not a rebuild.
End-to-end capabilities, composed to your workflow
Other tools solve one piece and leave you to stitch the rest. Our agents cover the full lifecycle and compose the right capabilities for your operation.
Agents watch the channels you cannot close
Email inboxes, customer portals, shared drives, APIs. Files get detected, classified, and routed to the right workflow automatically, with no one watching.
Any document type, any language
Classification is probabilistic and improves with feedback. No manual tagging, no rigid taxonomies. Documents with multiple types inside get split and routed correctly.
High accuracy on complex, real-world documents
Tables, scanned pages, handwriting, multi-page documents, variable layouts. The agent reads the document in context, not against a template.
Business rules, not just field detection
Cross-reference fields across documents, against your database, or against external APIs. Flag mismatches. Enforce your business logic. Route exceptions to the right owner.
Handoffs with context, not dead ends
When the agent cannot complete a task confidently, it routes to the right human with full context of what it tried. The human resolves, the agent learns. Exceptions shrink over time.
Clean data into the systems you already run
Structured data flows into your ERP, accounting system, data warehouse, or any system of record via API, webhooks, or custom exports. Limai plugs in. It does not replace.
Capabilities that grow with your workflows
When your workflow calls for something that does not fit the existing six, we build it into the platform. That is how the library grows with every engagement.
Agents that operate by your rules, not our defaults
The platform is not a generic tool. We encode your team's rules, thresholds, routing logic, and domain knowledge into every agent. The result is automation that behaves like your best operator, not a brittle pipeline.
Rules you already run
Classification taxonomies, validation thresholds, cross-reference logic, approval criteria, escalation paths. Whatever your team knows, the agent knows.
Exceptions, handled the way you would
When an agent hits an edge case, it routes the handoff the way your team would: to the right person, with the right context, with the right priority. No black-box stalling.
Learning, not re-training
Every correction is a lesson. Your team's feedback becomes part of the platform. The agents get better because your operators do.
Limai is not a system of record. It plugs into the ones you already run.
If it has an API, a webhook, a database connection, or a predictable file drop, we integrate with it. If it does not, we still integrate. It just takes a little longer.
Intake sources
Systems of record
Data destinations
Operations tooling
The foundation under every engagement
A product alone is not the story. The platform is what makes our delivery faster, more flexible, and more robust than any custom build or vertical tool can be.
The platform absorbs your variability
Every operation has its own document types, rules, exceptions, and systems of record. The platform is built to bend to that reality. Agents are configured to your workflow, not the other way around. Your operation is never squeezed into a template.
You don't own the infrastructure. We do.
Reliability, monitoring, observability, security, scaling, model updates, integration plumbing. All the undifferentiated work of running an agentic system in production sits with us. Your team focuses on the workflow and the outcome.
Faster and more robust, because we don't start from scratch
Years of engineering for intake, classification, extraction, validation, exception handling, and integration are already in the platform. Every engagement starts on that foundation. We configure it to your reality instead of rebuilding from zero. That is why delivery is measured in weeks.
The platform is half the story.
See our approachSee the platform on your documents
Bring a sample of the workflow you want to automate. We will walk through the agents, the exceptions, and how it would integrate into your stack. Thirty minutes, no slides.