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VSI Technologies

Onboarding, operations and reconciliation, at the pace the front office sells.

Client onboarding, KYC file assembly, reconciliations and operational reporting, automated with the audit trail the regulator expects.

Industry overview

Inside a banking & capital markets operation

The front office commits in days; operations delivers in weeks. Onboarding files, periodic reviews and reconciliation breaks consume analyst time that scales with volume, and every handoff adds a day.

Banking operations is a chain of assemblies: documents from the client, data from providers, screenings from watchlists, approvals from committees. Each step is defined, most are manual, and the elapsed time is dominated by waiting rather than working.

Reconciliation is the quiet cost centre. Breaks are investigated by hand, the investigation is rarely captured in a reusable form, and the same break type recurs monthly because nothing learned is retained anywhere but in an analyst’s memory.

Common challenges

Challenges we see across banking & capital markets

If three or more are true, the rest of this page is about your operation.

  • Onboarding elapsed time is measured in weeks while working time is measured in hours
  • Periodic KYC reviews are batched into surges that displace other work
  • The same reconciliation breaks recur monthly with the same manual investigation
  • Operational reports are assembled from exports the night before they are due
  • Client chasing for documents is done by individual bankers over email

How we help

Five practices, applied to banking & capital markets

AI, cloud, cybersecurity, hardware and programme delivery, one integrated bench, each practice applied to how banking & capital markets actually operates.

  1. Agents for the middle and back office: KYC-refresh document collection and screening-alert triage with every disposition logged, reconciliation-break investigation support, and client-onboarding checklists that move in days, with anything touching a suitability or credit judgement staying human by design.

  2. Architecture that respects books-and-records obligations from the first design: immutable retention on regulated communications, data lineage from source system to report, and environments your internal audit function can trace end to end.

  3. Controls sized for a regulated institution: privileged access on payment and settlement paths under dual control, detection tuned to wire-fraud patterns, and evidence production that turns an examination request from a project into a query.

  4. Trading-floor and branch estates managed to uptime: multi-display trading positions built and supported, branch fleets imaged to hardened builds, and disposal chains that end in certificates your records team files.

  5. Delivery inside three lines of defence: project governance that keeps compliance and risk informed by design, regulatory-driven change traced from rule text to requirement to test evidence, and cutovers rehearsed against settlement calendars.

Where we start

Automation candidates

Deliberately mundane. The impressive-sounding workflow is rarely the one worth doing first.

  • Client onboarding file assembly
  • Periodic KYC review preparation
  • Reconciliation break investigation
  • Operational and regulatory report assembly
  • Client document chasing

Systems we integrate with here

If you run one of these, this is the conversation.

  • Core banking platforms
  • CRM and client lifecycle tools
  • Screening and watchlist providers
  • Reconciliation platforms
  • Data warehouses and reporting stacks

Our solutions

How we transform banking & capital markets operations

What happens today, what changes, and what to watch for as each workflow is automated.

Client onboarding file assembly

Today
An analyst collects documents, runs screenings, assembles the file and routes it for approval, with each wait logged nowhere.
After
The agent collects, screens against configured providers, assembles and routes; the analyst reviews exceptions and the approver decides.
What to watch
Screening dispositions must never be auto-cleared. The audit question is always who looked at the hit.

Reconciliation break investigation

Today
Breaks are worked from a queue, investigated by hand, and closed with a free-text comment.
After
Known break patterns are investigated and evidenced automatically; novel breaks reach the analyst with the evidence pre-assembled.
What to watch
Auto-closing breaks is where this goes wrong. The agent proposes; the analyst disposes.

Operational and regulatory report assembly

Today
Exports, spreadsheets and a person who knows where the bodies are, the night before the deadline.
After
Assembled from source systems on schedule, with lineage recorded so any figure traces to its origin.
What to watch
A report nobody can trace is a finding waiting to happen; lineage is the deliverable, not the garnish.

The operating picture

Where the agent layer sits in client onboarding and monitoring

Your operating loop todayThe agent layer we deploy into it
01

Onboard

KYC documents, beneficial ownership and risk rating before the account opens.

Agent layer

Collects and verifies the document set, assembles the KYC file, and flags what fails your standards.

02

Transact

Daily activity generates alerts, breaks and exceptions.

Agent layer

Investigates reconciliation breaks against source records and closes the matched ones with an audit trail.

03

Monitor

Screening alerts arrive in volumes no team can clear by hand.

Agent layer

Triages watchlist and transaction alerts, dispositions the clear false positives per your procedures, and documents every one.

04

Refresh

Periodic reviews come due in waves and go overdue in queues.

Agent layer

Runs the refresh cycle, outreach, document collection, file update, and keeps the overdue list visible.

Onboard, transact, monitor, refresh, the compliance loop that runs for the life of every account. Agents carry the document work and the routine dispositions; escalations land with your financial-crime team, fully assembled.

Platforms and systems

Technology we work with in banking & capital markets

The systems of record this sector runs on, and why each one matters to a deployment.

Screening and watchlist providers
The integration where disposition audit trails live or die, and the first thing a compliance reviewer asks about.
Core banking platforms
The system of record; everything else reconciles to it, so read access and change control shape the whole design.
Reconciliation platforms
Where recurring break patterns hide in free-text comments, the raw material for the highest-return automation in the building.

The constraint

What makes this sector harder

Everything must be evidenced: the decision, the reviewer, the source and the time.

Financial-crime and conduct regimes make the audit trail the primary artefact. The automation pattern that works here writes its evidence as it goes, who saw what, when, from which source, because the alternative is reconstructing it under examination.

Change control is the second constraint: a bank does not accept quiet changes to production behaviour, so deployment cadence and rollback discipline are part of the design, not the aftermath.

Two heavy steel vault doors set into a brick wall.

Compliance

Compliance that shapes banking & capital markets deployments

The regimes your organisation operates under, and what each one constrains in a deployment. We design to these from the first architecture diagram, they describe your obligations rather than our credentials, and VSI's own position publishes only once it is substantiated.

AML/KYC regimes
Screening, review and disposition must be attributable to a person; automation assembles and evidences around that.
Books-and-records obligations
Anything the automation produces or moves must be retained and reconstructable.

How we work with public-sector and regulated buyers

Success stories

The track record behind the practice

Published engagements from adjacent sectors carry the same disciplines, programme governance, systems integration, workflow automation, that a banking & capital markets deployment draws on. Every figure publishes under a named attestation.

Browse the case-study library

The first month

What starting looks like

What actually happens, week by week. Note where the design conversations sit, before the build, not after it.

  1. 01Week 1

    Baseline one onboarding queue from your own data, separating working time from waiting time per step

    Baseline one onboarding queue from your own data, separating working time from waiting time per step.

  2. 02Weeks 2-3

    Automate file assembly and document chasing on one client segment, with dispositions untouched

    Automate file assembly and document chasing on one client segment, with dispositions untouched.

  3. 03Week 4

    Compare elapsed-time movement to the baseline and take the widen-or-stop decision with operations and compliance in the room

    Compare elapsed-time movement to the baseline and take the widen-or-stop decision with operations and compliance in the room.

Next step

A free 20-minute banking & capital markets assessment

Document processing, origination workflow and controls that survive an audit.

No preparation required and nothing to install. Bring the workflow that costs you the most hours; leave with a view of what we would automate first, what it depends on, and what we would not touch.

Book the free assessment

Questions

Asked often enough to answer here

Will compliance accept this?
Compliance accepts what it can examine. The design puts every automated step in the record with its source and reviewer, which is more examinable than the email threads it replaces.
Can this run inside our environment?
That is the normal pattern in this sector. Where data may live and which providers may be called are constraints gathered in week one, and the architecture follows them.
What about model risk requirements?
Workflow automation with deterministic routing and human decision points sits differently from a scoring model, and the documentation we produce is written so your model-risk function can classify it correctly.
How does this sit with operational-resilience expectations?
Regulators now treat operational resilience as a first-class obligation, third parties included. The deployment documents its failure modes, degrades to the manual process rather than to a halt, and produces the continuity and exit evidence your third-party risk team will request anyway.
Can it use our approved AI models rather than a public endpoint?
Yes. The pattern is model-agnostic: it runs against endpoints your architecture board has approved, inside your boundary where required, with the data flows documented for review.