Governed AI for Capital Markets Operations

AI that reads, reasons, and acts. Checked by rules and controlled by you.


Ungoverned AI is the operational risk capital markets can't afford.

Capital markets firms are turning to AI to manage growing volumes of unstructured data and tighter settlement timelines. But without the right controls, speed can quickly become operational risk.

Xceptor combines AI with the deterministic, rules-based automation your teams already rely, so you don’t have to choose between speed and accuracy.

60%

Improvement in data extraction accuracy

High-90s% 

Accuracy on OTC FX and commodity confirmation extraction

65%

Decrease in manual document processing time

The challenge

Why AI adoption stalls in capital markets

Capital markets operations teams are turning to AI to handle rising volumes, more documents, and shrinking settlement windows. But in a regulated environment, that only works if every AI output is accurate, explainable, and checked before it reaches a downstream process.

  • Line 1
    Most AI tools can extract and interpret data. Few can prove every decision was validated before it acted.

  • Save time
    Compressed settlement cycles Less time to identify and resolve exceptions before they become settlement fails.

  • Ad-hoc reporting
    Document complexity Confirmations arrive in countless formats that traditional automation struggles to process.

  • Risk
    Ungoverned AI creates risk Without validation and controls, AI errors can move quickly through downstream processes.

  • Q&A
    Generic AI lacks context General-purpose AI doesn't understand your rules, workflows, or operational controls.
AI Config builder_Diagram._2jpg

How Xceptor solves it

AI built for capital markets, with accuracy, auditability, and control

Xceptor applies AI to the parts of your operations that are hardest to automate: unstructured documents, natural-language rules, and the data patterns behind reconciliation matching.  

Extract data from any document

Extract data from any document

Read confirmations, tax forms, and other unstructured documents, including handwriting and tables, without building templates. Up to high-90s accuracy on OTC FX and commodity confirmations extraction, delivered in seconds. 

AI combined with deterministic automation

AI combined with deterministic automation

AI runs alongside the rules-based automation your teams already rely on, delivering the speed of AIwithout inheriting uncertainty where precision matters most. 

Cross-check against independent sources

Cross-check against independent sources

Extracted confirmation data can be checked against sources such as term sheets, pricing supplements, risk systems and trade-booking systems, not just against its own confidence score.

Enrich data with natural language rules

Enrich data with natural language rules

Replace hard-coded enrichment logic with plain language instructions your business users can write and update themselves. 

Generate reconciliation rules

Generate reconciliation rules

AI reviews your data patterns and proposes matching rules, cutting the effort of bringing on a new reconciliation. 

How Xceptor governs AI

Most vendors add AI to operations. Xceptor adds AI to a governed automation platform.

AI doesn't operate in isolation. Governance, orchestration, and auditability are part of the platform itself, not a compliance layer added afterwards.

Deterministic rules check every AI output.

Extracted values and AI reasoning are validated against your existing business rules, matching logic, and thresholds before moving downstream.

Human-in-the-loop, calibrated to risk

Maker-checker controls support every correction or override before approval by an authorised person.

Confidence scoring, not blind trust

Every extraction carries a field-level confidence score, traced back to its exact location in the source document, with reasoning provided for every outcome.

Multi-tenant isolation by design

Client databases are separated by tenant, so your data can never cross into another client's.

Data is never used to train the model

Your data serves your outcomes and is never used to train the underlying models.

Independently certified

Xceptor is ISO 27001 and SOC 2 certified, with encryption at rest and in transit and continuous monitoring.

Complete audit trail

Every action gets a unique ID and a full record.

Frequently asked questions

Common questions about Governed AI

What does "AI governance" mean in Xceptor's platform? dropdown

It means every AI output — an extracted field, a suggested match, a proposed enrichment — is checked against your deterministic business rules before it moves downstream.

Does this replace our operations team? dropdown

No. Maker-checker controls route every correction, override, or low-confidence result to an authorised person.

What happens when the AI isn't confident in a result? dropdown

Every extraction carries a field-level confidence score traced back to its exact location in the source document, with reasoning for the outcome. Low-confidence results are routed for review rather than passed downstream automatically.

Can we prove to our regulator that an AI decision was checked? dropdown

Yes. Every action gets a unique ID and a full audit record so you can evidence exactly what happened and why.

Where does our data go, and is it used to train Xceptor's models? dropdown

Your data is never used to train the underlying models. Client databases are separated by tenant, so your data can never cross into another client's environment.

Is this compliant with our existing security requirements? dropdown

Xceptor is ISO 27001 and SOC 2 certified, with encryption at rest and in transit and continuous monitoring.

Ready to deploy AI you can trust?  

See Xceptor's AI in action and talk through the right level of automation for your operations. 

  •  

Our partner network

BR_Logo
KPM_Logo
MSFT_Logo
On_Corps_AI_Logo
1000073854
Droit_Logo
GRCS_logo
Delta_Capita_Logo
DXC-64efe069
Taskize_logo_2
Eclerx_logo
SC_SmartCOMM_Primary_Blue_Cyan (1)
Torstone_logo
Wipro_Logo