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Regulated Back-Office Workflows

Agentic analysts for finance, legal, operations, and compliance workflows that assemble evidence, produce artifacts, and execute approved follow-ups.

Use Case PlaybookLast reviewed: Edit on GitHub
At a glance

Purpose

Automate the slowest parts of regulated knowledge work without losing control: collecting inputs, reconciling inconsistencies, generating artifacts, routing approvals, and executing follow-ups in the systems people already use.

This page is for workflows such as month-end variance analysis, supplier-risk refresh, board-pack assembly, legal matter updates, regulatory submissions, and executive operating reviews.

Why this is agentic-first

Back-office work often spans spreadsheets, documents, emails, chat, BI, databases, and approval systems. IBM describes an agentic back-office analytics workflow that pulls from Excel, PowerPoint, email, SharePoint, and SQL systems, then synthesizes forecasts for purchasing and supply-chain decisions. The same article emphasizes permissions, approvals, audit trails, selective rollback, and existing systems of work.

ContextOS supplies the missing operating contract: a pinned Context Pack, typed plan, approval gates, tool boundaries, and replayable DecisionRecord.

Context Pack

LayerRequired entries
decision_layer.decision_specs[]ops.pack.assemble, ops.variance.explain, ops.followup.execute, ops.regulatory_submit
policy_layer.policy_bundles[]Data classification, financial controls, legal privilege, regulatory submission, document retention
policy_layer.approval_gates[]GATE_FUNCTION_OWNER, GATE_FINANCE_CONTROLLER, GATE_LEGAL_REVIEW, GATE_REGULATORY_SIGNOFF
tooling_layer.adapter_registry[]adp_docs.read, adp_sheet.edit, adp_sql.query, adp_deck.generate, adp_email.send, adp_workflow.create_task
memory_layer.write_classes_allowedartifact_pattern, assumption_correction, decision_outcome
evaluation_layer.eval_targets[]artifact defect rate, evidence completeness, follow-up completion, approval latency

Agent roles

AgentResponsibilityBoundary
Intake AgentFinds source artifacts, owners, deadlines, and required outputs.Read-only.
Reconciliation AgentDetects inconsistent numbers, missing assumptions, and stale files.Cannot overwrite source of record.
Analyst AgentRuns queries, explains variance, and drafts the narrative.Can write only drafts and sandbox sheets.
Artifact AgentProduces decks, memos, spreadsheets, and task lists.Cannot send externally without gate.
Control AgentVerifies evidence, policy, signoff, and rollback.Can block task execution or submission.

Execution flow

  1. invokeAgent arrives with intent=ops.periodic_review, business cycle, stakeholder list, source systems, and deadline.
  2. Compiler pins source manifests, policy bundles, owner graph, and artifact templates.
  3. Intake Agent gathers files, threads, datasets, open tasks, and prior-cycle decisions.
  4. Reconciliation Agent detects mismatches and missing assumptions.
  5. Analyst Agent runs permitted queries and drafts variance explanations.
  6. Artifact Agent prepares the deck, memo, spreadsheet, and follow-up tasks.
  7. Control Agent verifies that claims cite evidence and that all controlled outputs have approvals.
  8. Tool Gateway updates artifacts, creates tasks, sends messages, or submits reports only after the required gate.
  9. ContextOS emits a DecisionRecord for each controlled artifact or follow-up.

Decision gates

GateTriggerRequired evidence
GATE_FUNCTION_OWNERAny final artifact used for operating decisions.source list, owner approval, assumptions
GATE_FINANCE_CONTROLLERBudget, forecast, booking, or close-related output.reconciled numbers, variance rationale, controller approval
GATE_LEGAL_REVIEWPrivileged, contractual, or litigation-sensitive material.matter ID, privilege class, reviewer approval
GATE_REGULATORY_SIGNOFFExternal regulatory filing or submission.complete filing package, validation results, signoff chain

Failure modes

  • Spreadsheet is not source of truth - Compiler must identify authoritative systems and label copied artifacts as derived.
  • Conflicting assumptions - Reconciliation Agent escalates rather than hiding the conflict in a narrative.
  • Unauthorized external send - Tool Gateway blocks email, filing, or task execution without matching approval.
  • Artifact drift - generated slides and sheets must carry source hashes and refresh status.
  • Unreviewed follow-up - action items that commit budget, policy, or external communication require gates.

Metrics

  • Time from cycle start to draft artifact.
  • Evidence coverage per claim.
  • Reconciliation defects found before review.
  • Approval turnaround by function.
  • Follow-up completion rate.
  • Defect rate in final board, regulatory, or operating artifacts.

Research signals