Customer messages, from inbox to resolution.
Systems that read inbound messages across email, chat, forms and apps, work out what each customer needs, and route it to the right team or response, with people reviewing what the system is unsure about.
Where we create leverage
Shaped around the real workflow.
We find the pain points across customer segments, test the riskiest assumptions early, and design around evidence rather than a feature list.
Triage at volume
Classify intent, urgency, sentiment and account context the moment a message arrives, so nothing waits in a shared inbox.
Routing with judgment
Send each message to the right queue, workflow or person, and hand low-confidence cases to human review instead of guessing.
Insight from the stream
Turn thousands of conversations into structured data on recurring issues, product feedback and early signs of churn.
What we build
- Message ingestion across email, chat, forms and in-app channels
- Intent, urgency and sentiment classification
- Routing, prioritisation and escalation workflows
- Drafted replies and knowledge retrieval with agent review
- Extraction of order, account and case details into structured records
- Theme, volume and response-quality analytics
Research before architecture.
We sample real messages, map how they are handled today and where they stall, and measure a baseline for response time and accuracy. Classification and routing are tested on your own message history before anything goes live.
Part of how the work gets done.
Messages reach the right person faster, routine requests no longer need manual sorting, uncertain cases still get human judgment, and leaders can see what customers are actually asking for.
Start a project
Building something in customer operations?
You don’t need a specification. A rough idea, a broken workflow or a technical unknown is enough to start a useful conversation.