AI zero-touch processing for capital markets
Turn trade instructions into booked, reconciled trades.
AIZTP captures trades from feeds and files, validates them against your controls, and delivers them to Murex - routing genuine exceptions to operations. Stork adds Mail Intelligence to Flemingo or the trade-processing platform you already use.
Control-first AIHuman-in-the-loopFull lineage
Sample processingTrade flow
Demo1CapturePassed
2ValidatePassed
3EnrichPassed
4BookPassed
5ReconcileComplete
TradeSourceProductStatus
FX-1842StorkFX SpotBooked
FX-1841FileFX ForwardBooked
FX-1840FIXFX SwapReview
Sample Murex acknowledgementTrade FX-1842 · illustrative flow
Multiple channelsFeeds · files · APIs · email
One governed pathRules · approvals · exceptions
Every event recordedSource-to-booking lineage
Murex-readyAdapter-based delivery
Inside the current Flemingo build
Capability numbers from the product and its automated test suite, not projected performance.
One processing core
Every channel in.
One controlled path out.
Structured or unstructured, every instruction enters a governed flow with the same validation, exception, delivery and reconciliation controls.
Trade sources
↗Market & broker feeds
↗Files & reports
↗Internal systems
✦Email · Stork
Governed
envelope
envelope
FlemingoAutomation core
1Capture
2Validate
3Enrich
4Book
5Reconcile
Audited · replayable · exceptions surfaced
Delivery
adapter
adapter
Booking systems
Murex
Calypso
Your target system
A governed journey
Every change leaves a trace.
Flemingo persists the record at each processing stage, including the rules and mappings applied. Operations can compare what arrived with what was prepared for the target system.
01Source retained02Policy applied03Outcome reconciled
Flemingo processing trace
Route FX_SPOT_STANDARD
Illustrative flowInbound pathsFIXReal-timeFILEScheduledAPIPolledQUEUEBuffered
01InboundCHECKPOINT02SanitiseCHECKPOINT03MapCHECKPOINT04TransformCHECKPOINT05NormaliseCHECKPOINT06ReconcileMATCH
AIMapping exception detectedCorrection suggested: CNY → CNH92% confidenceHuman approvalRe-run
Envelope retainedRules and mappings recordedSix lineage snapshots
Trade booking software
ADAPTER-BASEDMurex / CalypsoOr your existing platform
Booking response received10:42:18.104 · Captured10:42:19.026 · Normalised10:42:21.842 · Reconciled
Composable product suite
Interpretation at the edge.
Control at the core.
Stork interprets unstructured trade instructions and hands over structured data with confidence signals. Use it with Flemingo or connect it to your existing processing platform.
Trade automation platform
Flemingo
Capture, normalize, validate, deliver and reconcile trade flow through one operator-controlled platform.
- Configurable rules and routing
- Exception review and replay
- End-to-end audit lineage
AI-assisted exceptionHuman in the loop
Mapping exceptionCNY settlement currency
AI correctionMap CNY → CNH92% confidence
Approval requiredReview suggestion
6Stages4Inbound paths152Checks
Mail Intelligence layer
Stork
Turn confirmations, term sheets and broker emails into structured trade instructions for Flemingo or your existing platform.
- Body text and attachments
- Field-level confidence
- Flexible platform handoff
AI trade extractionEmail + PDF processed
Built for controlled operations
AI where interpretation helps. Deterministic controls where certainty matters.
Extraction can be probabilistic. Booking cannot. AIZTP separates interpretation from policy, then records every decision and transformation.
Human judgment, precisely placedConfidence thresholds and rules route only ambiguous instructions for approval.
Business controls stay explicitValidation and routing policies remain observable and governed.
Trace every outcomeFollow a booking back through every version to its original source.
SourceEmail · StorkTargetMurexElapsed4.2 seconds
CapturedOriginal instruction retained
Validated12 controls passed
NormalizedStructured FX trade v1
BookedMurex acknowledgement received
Operational outcomes
Move people out of re-keying
and into exception resolution.
Shorter processing cycles
Instructions move from arrival to validation and booking without waiting in a manual queue.
Fewer manual errors
Normalized data, validation rules and reconciliation reduce transcription-driven breaks.
Audit-ready answers
A consistent event trail makes it easier to explain what arrived, what changed and what booked.
Live product walkthrough
See a trade go from source to booked.
Use a representative workflow and see capture, validation, booking, reconciliation and lineage together.