Use Cases
What we build well.
Every use case is built around your domain, your data, and the way your team actually works. Not off-the-shelf. Not generic. Yours.
Autonomous Operations
Agents trained on your operational patterns that monitor, diagnose, and act on their own. They know what normal looks like in your environment, catch what's off, and respond according to your runbook. Human oversight without human babysitting.
Human-in-the-Loop Workflows
Systems calibrated to your team's risk tolerance and expertise. Agents handle the volume, your people handle the judgment. Approval gates, confidence thresholds, and escalation paths designed around how your organization actually makes decisions.
Multi-Agent Systems
Agent teams designed around your operations. Planning agents that understand your priorities, execution agents trained on your processes, review agents that apply your standards. An org chart for work that doesn't need humans, modeled on the one that does.
AI Assistants & Copilots
Agents embedded in your product that speak your domain, hold context across sessions, and know when to act vs. ask. Not a chatbot stapled to a sidebar. A collaborator built around how your team actually works.
Customer-Facing Chat
Chat experiences your customers interact with that sound like your best people. Grounded in your data, trained on your voice, and able to handle the questions only someone in your industry would ask. Handoffs to humans are seamless because the agent already did the triage.
Voice & Multimodal Interfaces
Voice-first products and multimodal interfaces shaped by your users' actual workflows. Speech-to-action, document upload, image recognition, all in the same turn. Built for the way your people already work, not a generic input box.
AI-Powered Search
Search that understands your terminology, your org structure, and your data. Your team asks a question in their own language and gets an answer with sources, not a list of links. Scoped to your access controls, trained on your knowledge.
Content Intelligence
Classification and extraction trained on your taxonomy, not generic categories. AI that reads your documents the way your best analyst would, tags them the way your team thinks, and makes what it learned searchable in your terms.
Deep Research
Domain-specific research tools built for your team or your clients. AI that reads your corpus, synthesizes across your sources, and delivers answers with reasoning your industry trusts. Not a generic summarizer. A research engine that knows your field.
Knowledge Bases & Documentation
Documentation systems that understand your organization's knowledge, not just store it. AI that indexes across your tools, answers in context, and flags when your information is stale. Built around how your team actually finds and shares what they know.
Business Process Automation
Agents that own your specific workflows end to end. Not generic automation. Systems that understand your approval chains, your edge cases, your escalation rules. They reason about exceptions the way your best ops person would.
Data Pipelines & ETL
Pipelines built around your data, not generic templates. AI-assisted schema mapping tuned to your sources, anomaly detection that knows what abnormal looks like in your domain, and self-healing transforms that handle your vendors' format drift.
CRM & Sales Systems
AI that lives inside your CRM, not beside it. Agents that enrich records, score leads, draft follow-ups, and sync context across HubSpot, Salesforce, or whatever your team actually runs on. Your sales process, automated where it should be, human where it matters.
Communication Platforms
Agents that bridge Slack, Teams, email, and your product. Conversations that trigger workflows, surface context from other systems, and keep your team aligned without manual copy-paste between tools. The glue your operations are missing.
Data & Analytics Platforms
Connections to Snowflake, BigQuery, Airtable, and the rest of your data layer. AI that reads from your warehouse, writes to your dashboards, and keeps your reporting in sync with what's actually happening. Your data, wherever it lives, made useful.
Content & Productivity Tools
Integrations with Notion, Google Workspace, SharePoint, and your CMS. Agents that pull from your docs, update your wikis, and keep your knowledge base current. Built around how your team already organizes information.
Commerce & Payments
Stripe, Shopify, and the transaction layer your business runs on. AI-powered billing workflows, subscription management, inventory sync, and order routing. Connected to your operations, not bolted on after the fact.
Custom API Orchestration
When the integration you need doesn't exist yet. Agents that bridge your internal APIs, third-party services, and legacy systems into a coherent workflow. We build the connective tissue between systems that were never designed to talk to each other.