AI consulting Case studies

Case studies.

Four systems, four industries. Each shows the problem, what we built and what it returns, with a demo of how it looks to the team that uses it.

The case studies

  • 01Engineering

    Chip design automation

    A global semiconductor company

    Teams of AI agents design and verify chip blocks under engineer direction. Every result passes the company’s own verification before an engineer signs it off.

    20× faster design turnaround

    • Design changes drafted from an engineer’s goal
    • Verification on every result, automatically
    • Failures sent back with the reason
    • Timing and design-rule checks
    • Engineer sign-off before release

    View case study : Chip design automation View demo : Chip design automation

  • 02Real estate

    One system for an estate agency

    A residential estate agency, about 50 agents

    Leads, listings, deals, compliance and commission in one system, with an AI assistant for the everyday jobs. It replaced a legacy desktop system and a shelf of spreadsheets.

    1 day a week back for every agent

    • Portal enquiries captured and routed
    • Buyers matched to listings
    • Deal files from offer to registration
    • Anti-money-laundering checks on every party
    • Commission paid only after two approvals

    View case study : One system for an estate agency View demo : One system for an estate agency

  • 03Finance

    Client operations for a wealth group

    A wealth management group with four regulated businesses

    One client record across four businesses, document checks prepared for compliance, and investment reviews built from provider data in minutes instead of hours.

    3 h → 20 min for each client investment review

    • One client record across four businesses
    • Identity documents checked before compliance sees them
    • Sanctions and politically-exposed-person screening
    • Review cycles set by each client’s risk rating
    • Investment reviews built from provider data

    View case study : Client operations for a wealth group View demo : Client operations for a wealth group

  • 04Healthcare

    Clinical notes and letters, written during the visit

    An outpatient clinic with three offices

    An ambient scribe that drafts the visit note, a summary for the patient and every letter the visit needs, on the clinic’s letterhead, for the clinician to check and sign. Nothing leaves the office computer.

    5½ h a week back for every clinician

    • Visit note drafted from the conversation
    • Every letter the visit needs
    • Red flags shown with where they were said
    • Codes checked against payer rules
    • Runs on the office computer, nothing in the cloud

    View case study : Clinical notes and letters, written during the visit View demo : Clinical notes and letters, written during the visit

Clients are described, not named. Reference clients will take your call, on request. Value is staff time the work no longer takes, priced at a fully loaded hourly cost and discounted to 70 to 85 percent for partial realization. Revenue gains are left out. We show the arithmetic so you can test it with your own figures.

Your workflow could be the next one.

A 30-minute discovery call. You leave knowing whether a build would pay for itself.