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Finance automation stops where exceptions begin.

ERP and workflow automation handle predictable transactions with complete data and clear rules. But when invoices don’t match, purchase orders are missing, approvals are unclear, or policies require interpretation, finance teams stop processing transactions and start gathering evidence across systems, documents, and people. That’s where productivity is lost.

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Finance teams validate documents, match invoices, POs, receipts, and payments, and resolve missing or inconsistent data to keep transactions moving.

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Diagram comparing two finance workflows: an automated

Grid Dynamics helps you resolve exceptions with a governed AI layer

Apply an AI Harness that combines finance process knowledge, AI models, reusable playbooks, enterprise integration, and governance controls, giving AI the governed access it needs to resolve workflow breaks.

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Finance + AI expertise

Deep finance workflow expertise combined with production-ready AI implementation.

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AI Harness runtime

Orchestrates finance context, permissioned tools, human approvals, observability, and auditability.

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Measurable business impact

Improve cycle time, reduce exception aging, increase automation rates, and strengthen audit readiness.

AI solutions for high-friction finance workflows

Purpose-built AI solutions that detect workflow breaks, assemble the right context, apply policy, and recommend actions to keep finance moving.

 

AP exception resolution

Resolve invoice exceptions before they become manual AP investigations.

What AI does

  • Monitors ERP workflow breaks
  • Analyzes invoice, PO, GR, supplier, and policy context
  • Explains root cause and recommends next best action
  • Routes HITL approval where required

Business outcomes

  • Shorter invoice cycle time
  • Fewer manual investigations
  • Better control and audit readiness
AI workflow for accounts payable exception resolution, validating invoices, purchase orders, goods receipts, supplier information, and policies before generating a verified outcome.
 

Employee expense matching

Turn receipts and card transactions into policy-compliant expense reports.

What AI does

  • Extracts receipt data
  • Matches receipts with card transactions
  • Validates policy and project allocation

Business outcomes

  • Less manual review
  • Faster reimbursements
  • Better policy compliance
AI workflow that extracts information from expense receipts, matches supporting records, validates data, and allocates expenses for approval.
 

AI BI for finance

Ask finance questions without manual data extraction.

What AI does

  • Translates business questions into queries
  • Connects ERP and finance data
  • Explains results with traceable context

Business outcomes

  • Faster operational reporting
  • Better finance visibility
  • Less manual analysis
AI-powered business intelligence workflow that transforms a finance question into a validated answer and visualization through query generation and analysis.
 

Compliance & policy validation

Continuously validate transactions against policies and controls.

What AI does

  • Checks transactions against policies and rules
  • Flags risks and policy violations
  • Recommends resolution or approval paths

Business outcomes

  • Lower compliance risk
  • Better auditability and control
  • More consistent policy enforcement
AI workflow that checks transactions, validates policy compliance, flags issues, and recommends actions before producing a validated result.

Blueprint for governed AI in finance operations

Learn how the AI Harness works with your existing finance systems to maintain case context, select finance skills, apply governance, keep humans in control, and write approved outcomes back to ERP.

Works across ERP, BPO, SaaS applications, documents, email, procurement systems, and knowledge bases, without replacing existing platforms.

Reduces manual work, accelerates decisions, and improves consistency across finance operations.

Detects workflow breaks, assembles missing context, identifies root causes, and guides or automates resolution.

Combines reusable AI capabilities, finance playbooks, enterprise integrations, and governance to accelerate high-friction finance workflows.

Diagram showing AI orchestration for finance workflows. Finance applications send requests to an AI layer that provides context, reasoning, governance, and recommendations using enterprise systems and documents before returning approved write-back actions to users.

Resolve your toughest finance exception

Schedule a quick discovery session with us to assess where governed AI can cut investigation time, improve accuracy, and keep finance moving.

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    Target the finance metrics
    that matter

    Invoice cycle time
    Exception aging
    Straight-through processing rate
    Manual investigation effort
    Supplier inquiry volume
    Policy compliance
    Audit readiness
    Cost per invoice
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