Agents we build.
Each one grows out of work we have delivered, linked on its sheet. A sheet says where the agent works, when it hands a case to a person, how we measure it and the autonomy we design it for. Every agent starts at assist, in shadow.
Accounts payable agent
Reads invoices in any format, matches them to orders and receipts, and posts clean entries.
- Works in
- ERP, procurement, email
- Escalates
- Exceptions over a set value
- Measured by
- Straight-through rate
Target: approve
See the case study
Reconciliation agent
Matches invoices, orders and intercompany entries, and explains every break it cannot clear.
- Works in
- ERP, procurement, spreadsheets
- Escalates
- Breaks it cannot explain
- Measured by
- Days to close
Target: approve
See the case study
Pre-authorisation agent
Checks coding, documentation and payer rules before a request is submitted, and returns what needs fixing.
- Works in
- Health record, clearinghouse, payer portals
- Escalates
- Missing clinical documentation
- Measured by
- Avoidable denials
Target: approve
See the case study
Contact centre agent
Resolves requests end to end across voice, chat and email, and hands over with full context when needed.
- Works in
- Contact centre, ticketing, CRM
- Escalates
- Complaints, vulnerable customers
- Measured by
- Resolution rate
Target: approve
See the case study
Complaints agent
Classifies complaints and feedback, finds the root causes across cases and routes each one to the right team.
- Works in
- CRM, email, survey and case systems
- Escalates
- Outbound responses
- Measured by
- Time to resolution
Target: assist
See the case study
Quality assurance agent
Scores every conversation against your QA rubric and points coaches to the calls that need attention.
- Works in
- Call recordings, chat logs
- Escalates
- Disputed scores
- Measured by
- Share of calls audited
Target: autonomous
See the case study
Demand forecasting agent
Forecasts by product and location from sales, promotions and outside signals, and explains each revision.
- Works in
- ERP, point of sale, data warehouse
- Escalates
- Large overrides
- Measured by
- Forecast error
Target: approve
See the case study
Onboarding checks agent
Collects and checks identity documents for new staff or customers and prepares the decision file.
- Works in
- HR and core systems, document stores
- Escalates
- Every approval at launch
- Measured by
- Onboarding time
Target: assist
See the case study
Regulatory compliance agent
Reads policies against regulation, scores each one for gaps and drafts the findings for your compliance team.
- Works in
- Policy library, regulatory texts
- Escalates
- Policy changes
- Measured by
- Review time
Target: assist
See the case study
IT operations agent
Classifies incoming incidents and requests, finds the likely cause and routes or resolves the known ones.
- Works in
- Service desk, email, monitoring
- Escalates
- Production changes
- Measured by
- Mean time to resolve
Target: approve
See the case study
Document intake agent
Turns forms, scans and attachments into structured data in the right system.
- Works in
- Email, document libraries, scanners
- Escalates
- Low-confidence fields
- Measured by
- Manual keying removed
Target: autonomous
See the case study
Enterprise knowledge agent
Answers employee questions from policies, procedures and catalogues, citing sources and respecting access rights.
- Works in
- Document libraries, wikis, CRM
- Escalates
- Questions without a source
- Measured by
- Time to answer
Target: autonomous
See the case study