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Bring us the workflow that's stuck
Five kinds of agents, one pattern: they work in the background of your operations, wrapped around your existing systems. Agents do the volume. Judgment stays with your team.
Each agent type runs in your environment and keeps a defined line between what the agent does and what your team decides.
Connect models to tools, documents, databases, messaging channels, and workflows.
Where it runs: Managed runtime, or deployed into your VPC for CISO requirements.
What stays human: Approvals, exception handling, and shutdown stay with your team.
Agents that understand your codebase, make changes, write tests, and support internal software teams.
Where it runs: Against your repositories, inside your boundary.
What stays human: Every change goes through your code review before merge.
Private assistants that search, summarize, and act on company knowledge without rummaging through folders.
Where it runs: Over approved sources, inside your permission model.
What stays human: Your team owns the corpus and checks the citations.
Agents for repetitive coordination: checking statuses, preparing reports, routing exceptions, and updating teams.
Where it runs: Around your ERP exports, inboxes, and queues.
What stays human: Anything touching money, records, or customers waits for a person.
Agents inside channels your team already uses, turning messages into tasks, summaries, reminders, and updates.
Where it runs: Inside the channels your team already uses.
What stays human: Nothing sends without review until you say otherwise.
Agents handle the reading, matching, and drafting. Deterministic layers own the sequencing, approvals, and execution that must run the same way every time. The system of record stays exactly where it is.
Agents that read documents, reason over records, prepare actions, use tools, and escalate when confidence is low.
Confidence thresholds, human review, audit trails, access boundaries, and execution policies that decide what an agent may do.
Deterministic routing, approvals, system updates, and exception handling that should not depend on model improvisation.
Connections to the systems of record: ERP, CRM, ATS, ticketing, databases, email, file stores, and internal tools.
Invoice and PO matching, receivables, payment follow-ups, and reconciliation around the systems finance already trusts.
ExploreClassification, extraction with source evidence, validation, and review routing for document-heavy work.
ExploreScreening, recruiter briefs, onboarding coordination, and CRM updates with selection judgment kept human.
ExploreQuote drafts, pricing checks, proposal support, and approval routing around CRM and revenue systems.
ExploreRepo-aware coding agents for dashboards, integrations, tests, and maintenance changes that pass review.
ExploreThe same patterns against industry workflows: manufacturing reporting, logistics PODs, leases, candidate screens.
ExploreAn agent must choose a tool for every request. Fewer, better-defined tools mean fewer wrong choices — which is why our first move on messy systems is usually removing tools and workarounds, not adding them.