Use Case Library

Agent use casesalready in production

Every entry here is an agent we have built or a migration we have run — filtered by the function it serves or the industry it belongs to, with an honest delivery timeline attached.

36
Use cases
3
Industries
7
Functions

Showing 36 of 36 use cases

The agents we lead with

Built, deployed and running today — not roadmap items.

InsuranceFlagship

Home Insurance Advisor

Guides customers end to end: collects details, quotes, recommends coverage, underwrites, takes payment and issues the policy.

High complexity10-12 weeksRAG
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BankingFlagship

Banno Employee Assist Agent

Assistant for bank employees, connected to Jack Henry Banno to inspect customer accounts, transactions and service history in one place.

High complexity8-12 weeksRAG
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InsuranceFlagship

Claims Processing Automation

Reads 837 EDI claim files, validates and enriches them, then writes structured claims into the system of record with an audit trail.

High complexity8-10 weeks
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Data EngineeringFlagship

Self-Healing Pipeline Agent

Monitors Snowflake, Redshift and Databricks pipelines, diagnoses failures from run history, and triggers a healing run with approval.

Medium complexity6-8 weeks
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Financial ServicesFlagship

Capital Markets Agent

Institutional agent spanning front office trading and research through to middle and back office workflows, with 37 connected tools.

High complexity12-14 weeksRAG
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Data EngineeringFlagship

Salesforce to Redshift ETL Orchestration

Profiles Salesforce schemas, generates the load plan, orchestrates the pipeline into Redshift and validates every object it moves.

Medium complexity6-8 weeks
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More use cases

Patterns we have delivered or can stand up on your platform.

Data Engineering

Pipeline Builder Agent

Builds and runs source-to-target pipelines from a plain description — GCS to Snowflake, Postgres to ClickHouse, Snowflake to Databricks.

Medium complexity4-6 weeks
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Data Engineering

Airbyte Connector Agent

End-to-end Airbyte management across 595 source and destination connectors, handling setup, sync scheduling and failure recovery.

Medium complexity4-6 weeks
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Data Engineering

dbt Transformation Agent

Runs dbt builds and tests against the warehouse, generates documentation and reports failures with the failing model and lineage.

Low complexity2-4 weeks
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DevOps & Infrastructure

DevOps Assistant

Orchestrator with five specialist sub-agents covering build, deploy, monitoring and incident workflows across 45 connected tools.

High complexity10-12 weeksRAG
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DevOps & Infrastructure

Cloud Infrastructure Orchestrator

Manages GCP infrastructure through specialised sub-agents — provisioning, networking, IAM and cost, each with its own guardrails.

High complexity8-10 weeks
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DevOps & Infrastructure

Multi-Cloud Intelligence Agent

Watches AWS and GCP estates side by side for carriers running both, surfacing drift, spend anomalies and coverage gaps.

Medium complexity6-8 weeks
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Security & Governance

Change Risk Governor

Pre-flight risk analyser for Terraform network pull requests. Maps proposed changes to blast radius before the merge, not after.

Medium complexity6-8 weeks
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Insurance

Claims Resilience Agent

Multi-cloud incident recovery loop for partner-facing claims flows — diagnoses the outage, proposes the fix and tracks it to closure.

High complexity8-10 weeks
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Sales & Marketing

Lead Generation Agent

Sources B2B leads from LinkedIn, then enriches companies and decision makers with firmographic and contact data before handoff.

Medium complexity4-6 weeks
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Sales & Marketing

Outbound Campaign Agent

Runs outbound campaigns end to end: identifies prospects, resolves contact details, sequences messages and reports on replies.

Medium complexity4-6 weeks
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Sales & Marketing

Outreach Analytics Copilot

Read-only reporting copilot for B2B email campaigns, answering performance questions across sequences, accounts and reply sentiment.

Low complexity2-4 weeks
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Sales & Marketing

Sector Alert Outreach Agent

Detects security or IT incidents affecting a sector and automates personalised outreach to the companies likely impacted.

Medium complexity6-8 weeksRAG
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Research & Analytics

Quant Research Agent

Factor-based equity analysis and fundamental research, assembling screens and back-tests with the underlying data cited.

High complexity10-12 weeksRAG
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Research & Analytics

DeFi Vault Risk Analyst

Scores 700+ vaults across Morpho, Aave and peers on safety criteria, producing a ranked view before any deposit decision.

High complexity8-10 weeksRAG
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Productivity

Personal Productivity Assistant

Orchestrator with seven sub-agents covering inbox, calendar, tasks and briefings, tuned to how an individual actually works.

Medium complexity6-8 weeksRAG
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Productivity

Outlook Email Agent

Integrates with Microsoft Outlook to summarise threads, draft replies and send calendar invitations without leaving the conversation.

Low complexity2-4 weeks
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Customer Service

Leave Management Agent

Handles leave requests end to end — balance checks, policy rules, approver routing and confirmation back to the employee.

Low complexity4-6 weeksRAG
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Customer Service

Daily Briefing Agent

Assembles a daily digest across connected systems, surfacing what changed and what needs a decision before the day starts.

Low complexity2-4 weeksRAG
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Banking

Teradata Exit Programme

Agent-led migration off Teradata onto a modern lakehouse, converting workloads and validating parity object by object.

High complexity14-16 weeks
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Banking

Multi-Warehouse Consolidation

Consolidates several inherited warehouses into one governed lakehouse, with agents reconciling overlapping models and metrics.

High complexity12-14 weeks
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Banking

Core Banking Modernisation

On-premises to cloud migration for core banking data, deployable inside the bank's own perimeter where residency demands it.

High complexity14-16 weeks
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Banking

Regulatory Data Migration

Basel III/IV and BCBS 239 driven restructuring, with lineage and control evidence produced as the migration proceeds.

High complexity12-14 weeksRAG
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Banking

M&A Data Integration

Ninety-day integration plan for an acquired bank's data estate, mapping duplicate customers, products and ledgers.

High complexity12 weeks
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Banking

Batch to Streaming Analytics

Shifts a batch reporting platform to real-time streaming, with agents handling the pipeline rewrite and parallel validation.

High complexity10-12 weeks
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Insurance

Policy Administration Modernisation

PAS modernisation with agent-led schema mapping, historical policy conversion and reconciliation against the legacy system.

High complexity14-16 weeks
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Insurance

Claims System Migration

Heterogeneous claims migration across differing data models, preserving claim history and reserve positions through the cutover.

High complexity12-14 weeks
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Insurance

Actuarial Warehouse to Lakehouse

Multi-source actuarial consolidation onto a lakehouse, keeping reserving and pricing models reproducible after the move.

High complexity12-14 weeks
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Insurance

IFRS 17 / LDTI Compliance Migration

Regulatory restructuring of insurance data for IFRS 17 and LDTI, with the transformation evidenced for audit.

High complexity14-16 weeksRAG
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Insurance

Carrier M&A Integration

Ninety-day carrier integration against a regulatory deadline, sequencing books of business by risk and reporting impact.

High complexity12 weeks
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Insurance

Property & Casualty Advisor

Evaluates risk, underwrites, recommends coverage tiers and quotes property and casualty policies conversationally.

High complexity10-12 weeksRAG
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Got a use case in mind? Let's make it real.

If it is not on this list, it is probably still buildable. Tell us the workflow and we will scope it honestly — including when the answer is that you do not need an agent.