01Engineering
Chip design automation
A global semiconductor company
20× faster design turnaround
View case study : Chip design automation View demo : Chip design automation
AI consulting Case studies Finance
Case study · Finance
A wealth management group with four regulated businesses
3 h → 20 minfor each client investment review
The challenge
Each business kept its own view of the same clients. Onboarding meant checking identity documents and proofs of address by eye, screening every party and rating the risk, under regulation that requires the evidence on file. Investment reviews were put together by hand from statements in a dozen formats, so the group’s most valuable clients were the most expensive to report on.
The audit
We mapped onboarding, compliance, servicing and reporting across all four businesses, with the people who run them.
Skilled people spent their days gathering and re-keying data across systems, not advising clients.
What we built
01
A single record per client, with each business, adviser and role seeing only what it should.
02
AI reads each uploaded document and compares it with the record: ID number, name, the date on a proof of address, signatures and expiry. Compliance sees every flag with the evidence, and decides.
03
Every party is screened, every client risk-rated, and re-checks are scheduled from the rating, with reminders and an audit trail.
04
Holdings and valuations come in from providers. An exceptions screen shows what is missing or stale, the adviser approves, and the review is issued as a locked document.
05
Withdrawals, switches and claims run as tracked workflows with deadlines. Every action is logged, and the data stays in the country.
What stays with a personCompliance approves every activation, and an adviser approves every review before a client sees it.
Results
3 h → 20 min
for each client investment review †
≈4,300
hours a year back across the group †
5
checks on every document before compliance sees it
278,000
rows moved from the legacy system
1
record per client, across four businesses
4 months
to build
† An estimate, modeled from the client’s own volumes and roles.
The value
Adviser time at $100 an hour, operations and compliance at $50, U.S.-equivalent. More client reviews per adviser, and avoided regulatory penalties, are not counted.
| Value driver | Amount | How it is worked out |
|---|---|---|
| Adviser time on investment reviews | $192,000 | 60 reviews a month × 2 h 40 min saved = 1,920 hours × $100 |
| Servicing and re-keying across businesses | $55,000 | 1,100 hours × $50 |
| Re-checks and screening | $34,000 | About 700 risk-based re-checks a year and screening hits, 685 hours × $50 |
| Onboarding and document checks | $20,000 | About 25 activations a month, 400 hours × $50 |
| Commission, FX and reporting | $12,000 | 234 hours × $50 |
| Realized in year one | $220,000–$265,000 | $313,000 discounted to 70–85% |
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.
A two-minute demo you can click through: one piece of the work, by hand and then with the build. Made-up people, real work.
View the demo01Engineering
A global semiconductor company
20× faster design turnaround
View case study : Chip design automation View demo : Chip design automation
02Real estate
A residential estate agency, about 50 agents
1 day a week back for every agent
View case study : One system for an estate agency View demo : One system for an estate agency
04Healthcare
An outpatient clinic with three offices
5½ h a week back for every clinician
View case study : Clinical notes and letters, written during the visit View demo : Clinical notes and letters, written during the visit
A 30-minute discovery call. You leave knowing whether a build would pay for itself.