Talk to us

Platform AI agents

Agents for the work that runs your business.

Each agent is built for your rules, systems and languages, and earns its autonomy on your own cases, one level at a time.

  1. The agent drafts every case beside your team, and your people still decide each one.
  2. It prepares the work, your team checks and submits it, and every correction is recorded.
  3. Past the accuracy bar you set, it completes routine cases and sends the rest for sign-off.
  4. Within policy it runs the workflow, and your team reviews samples and escalations.

Illustrative: who completes the cases, week by week

65%Lower service spend in year one with a health services group's service agent.
72%Less manual policy review with a bank's compliance agent.
40%Faster case resolution at a global pharmaceutical company's service hub.
85%Fewer routine IT requests with a plain-language insights agent.

The work they take on.

Workflows we automate in each function, with the result a client measured.

Customer service

Service agents that resolve, not deflect.

Voice, chat, email and messaging agents that understand the request, act in your systems and close the case, in your customers' languages.

  • Service across web, app, WhatsApp, SMS and voice
  • Bookings, orders and account changes completed end to end
  • Quality audit of every conversation
  • Assistance for your human agents
  • Upgrading chatbots that frustrate customers

Finance and back office

Paperwork and approvals, handled.

Agents read documents in any format, check them against your rules and systems, and complete the work, with a full audit trail.

  • Supplier invoices from intake to posting
  • Invoice and intercompany reconciliation
  • Document intake and validation
  • Employee and customer onboarding with identity checks
  • HR and policy questions answered in minutes

Risk and compliance

Thorough checks without the backlog.

Agents and models that check every case against the rulebook and keep a complete record for auditors and regulators.

  • Policies checked against regulation
  • KYC and onboarding checks
  • Fraud detection and transaction monitoring
  • Credit risk for consumer and micro-loans
  • Quality and compliance audits

Forecasting and planning

See what is coming, then act on it.

Predictive models turn sensor, sales and operational data into forecasts, and agents act on them: scheduling maintenance, moving stock, adjusting capacity.

  • Predictive maintenance and asset health
  • Demand and inventory forecasting
  • Capacity and asset utilisation
  • Promotion and pricing models
  • Workforce planning

IT and engineering

Fewer tickets, faster fixes.

Models and agents that triage incidents, find root causes and resolve known issues, with your engineers on call for the rest.

  • Incident triage, root cause and resolution
  • Support email classification and routing
  • Cloud migration and retirement of legacy data systems
  • 24/7 managed operations

Knowledge and insight

Answers in seconds, not days.

Agents that let employees and leaders ask questions in plain language and get grounded answers from policies, documents and business data.

  • Knowledge agents that cite their sources
  • Plain-language questions on enterprise data
  • Financial insight for leadership
  • Proactive alerts in your chat channels
  • Research collection and analysis

Public sector

Faster insight, sovereign data.

Open-source intelligence and data platforms for government, deployed on government infrastructure when data has to stay in the country.

  • Monitoring public discourse in Arabic and other languages
  • Health and city data platforms

Agents need sound data and a clear place to start. See data and context and how we choose the first workflow.

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.

12 agents

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

How we build an agent.

We design every agent around the same five steps, so each one can be tested and audited the same way.

Perceive

Reads documents, screens, messages and records, and links them to the context of your business.

Reason

Plans the steps, applies your business rules and notices what it does not know.

Act

Calls APIs or operates software screens to complete the task.

Check

Verifies its own work against policy before anything is committed.

Learn

Records the outcome and any correction, so the next version does better.

Two operations leads walking through a busy warehouse, staff at work behind them

Built beside the people who do the work.

Our engineers learn how your team handles each case today, the exceptions included, and build the agent around what they see.

Not on the list? Bring us the work.

Our forward-deployed engineers design new agents the same way and test them on your cases before anything goes live.