Application, KYC, and claims intake
Classify the file, extract and validate fields, find what is missing, and post clean data to the system of record.
Shorter intake cycles and fewer incomplete cases
Explore the solutionFinancial Services
AI that moves the case forward without hiding the decision.
Swarm connects documents, policy, customer conversations, and risk signals so banks, lenders, insurers, and fintech teams can act faster with approvals and auditability intact.
Financial Services operating brief
In productionFinancial operations · live
- 01Case evidence assembledComplete
- 02Policy and risk appliedScored
- 03Next action controlledReady
Connected systems
- Core banking
- LOS
- CRM
- Policy admin
- Payments
- Contact center
Deeply trusted by enterprises globally
Complete the case faster
Read and validate applications, supporting documents, conversations, and account history in one operating view.
Keep policy visible
Show the rule, evidence, confidence, and approval path behind each recommendation or automated action.
Serve and collect intelligently
Give customers useful answers, complete approved actions, and coordinate the next best financial operation.
Every financial case is a chain of evidence, policy, and action.
The bottleneck is rarely one model. It is the time spent assembling the case, applying the rule, contacting the customer, recording the decision, and handing off exceptions. Swarm engineers the whole loop.
The documents in scope
- Applications
- Bank statements
- Income documents
- Claims
- Policy documents
- KYC records
- Customer conversations
- Transaction events
The financial-services operating loop
Assemble the case. Apply policy. Advance or escalate with control.
A useful AI system preserves the evidence and approval path behind the decision, then completes the next action inside the operating system.
Workflow sequenceControls visible
- 01
Assemble the case
CompleteRead applications, financial documents, conversations, policy data, and account history into one decision context.
- 02
Apply policy with context
ScoredValidate fields, detect anomalies, show confidence, and recommend the next compliant action against explicit rules.
- 03
Advance or escalate
ControlledUpdate the system of record, contact the customer, or send a decision-ready case to a person with the evidence attached.
The loop runs through
- Core banking
- LOS
- CRM
- Policy admin
- Payments
- Contact center
Decision and service loops built for control
Use AI where the evidence and the next action can stay inspectable.
Collections and financial operations
Coordinate outreach, payment arrangements, risk signals, and CRM updates inside explicit operating policies.
More consistent action with a complete trail
Explore the solutionCustomer service agents
Resolve routine requests and transactions, then escalate complex cases with evidence and history attached.
Faster service and better human handoffs
Explore the solutionRisk and anomaly intelligence
Detect unusual patterns, explain the relevant signals, and send decision-ready cases to risk teams.
Earlier detection without opaque automation
Explore the solutionFrom operating constraint to production system
01
Map the operating loop
We trace the signal, decision, handoff, and system update before choosing where AI belongs.
02
Build around your controls
Senior engineers connect the models, business rules, approvals, and systems your team already uses.
03
Run and improve it
We monitor outcomes, handle exceptions, and keep the workflow useful as the operation changes.
What production requires
Built for the real operating environment
Human control where it matters
Approvals, thresholds, and escalation paths stay explicit instead of disappearing inside the model.
Connected to systems of record
The workflow reads and writes to the tools that already run the operation, with a traceable audit trail.
One team accountable for the loop
Swarm designs, deploys, and improves the system so it does not become another stranded pilot.