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Industry profile · Financial services

Agentic AI for financial operations, with the audit trail your compliance team needs.

AP/AR automation, compliance document processing, and decision support, with the audit trail, access governance, and source attribution your compliance team needs before any AI touches a real transaction.

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AI Readiness Assessment

Scoped for financial operations.

$5,000

10 business days · Fixed scope

Readiness Assessment scoped for financial operations: identifies high-ROI workflows, scores your data and systems readiness, and includes a governance gap review, so the pilot scope already carries the controls your compliance team will ask for.

Use cases for financial services operations teams

Each maps to a standard service line. The assessment tells you which combination delivers the most ROI, and in what order.

  • AP/AR workflow automation

    Automate invoice processing, payment matching, exception routing, and approval chains. Every step has an audit trail, configurable retry logic, and a human approval gate on high-value or anomalous transactions.

    Delivered via: Workflow Automation Pilot

  • Compliance document processing

    Ingest regulatory filings, disclosure documents, and compliance reports. Extract structured fields, flag deviations from policy, and route exceptions to human review with full source attribution.

    Delivered via: Document Intelligence Pilot

  • Decision support and reporting

    Generate source-backed management reports, board briefings, and risk summaries from structured and document data. Every recommendation traces back to its source, no black-box outputs.

    Delivered via: Decision Support Pilot

  • Client onboarding automation

    Structured intake for new client onboarding: KYC triggers, document collection, account classification, and CRM record creation, with approval gates before any account is activated.

    Delivered via: Workflow Automation Pilot or Voice Intake Pilot

  • Internal knowledge assistant

    RAG-backed assistant over policy documents, product guides, regulatory updates, and internal SOPs. Cited answers with sensitivity labels so staff know what's confidential before sharing.

    Delivered via: Document Intelligence Pilot

  • Multi-agent financial workflows

    Orchestrate complex financial processes, reconciliation, reporting chains, compliance checks, across multiple data sources and approval layers, with cost budgets and loop guards on every agentic run.

    Delivered via: Multi-Agent Workflow Pilot

Governance controls on every financial services engagement

Finance AI that can’t answer “what did it do and why?” fails internal audit. These ship enforced at the platform layer, not as configuration staff can disable.

quality_check.yaml

eval:

dataset: northwind-golden-v3

faithfulness_threshold: 0.90

hallucination_max: 0.02

human_review_gate: required

citation_coverage_min: 0.90

governance:

prompt_versioning: enabled

loop_max_iterations: 12

cost_budget_usd: 50

audit_trail: required

  • Audit trail on every action

    Every tool call, model invocation, data access, and staff action writes a timestamped audit event. Retention is configurable per engagement compliance requirements.

  • Human approval on high-value transactions

    Configurable approval thresholds: any transaction, routing decision, or recommendation above a set threshold requires explicit human sign-off before execution. Nothing above threshold is auto-processed.

  • Access controls and data isolation

    Knowledge bases, retrieval indexes, and agent memory are scoped per client and per engagement. Cross-client data leakage is prevented at the retrieval layer, not the prompt layer.

  • Source attribution on every output

    Decision support outputs, compliance flags, and risk summaries cite their source data. Every recommendation is traceable to the record, document, or dataset it came from.

  • Cost budgets and anomaly alerts

    Every agentic workflow runs with a per-task token and cost budget. Spike alerts fire before a runaway process can create unexpected cost or process an unusual volume of records.

  • Prompt versioning and reproducibility

    All system prompts are versioned in code and tied to their model outputs in logs. Any output can be reproduced and explained, essential for regulatory review or audit inquiry.

Already tried an AI workflow that didn't reach production?

Most financial operations AI pilots stall because the governance requirements weren’t scoped upfront and the eval set missed real exception cases. The Readiness Assessment diagnoses the root cause and hands you a remediation plan with the governance controls and acceptance bar the next attempt needs.

Talk to us about a stalled workflow →

Next step

Start with the AI Readiness Assessment

10 business days, $5,000, fixed scope. Scorecard across 7 readiness dimensions (data, workflows, risk, talent, governance, infrastructure, sponsorship), with a prioritized roadmap and ROI model you own.