Purpose-built for the industries where execution matters.
AI-Harness is used by operations, engineering, and customer leaders in regulated and high-complexity industries, where AI has to prove it can deliver and prove it can be trusted.
From back office to front office, with controls intact.
Automate repetitive operations, accelerate analyst workflows, and embed compliance oversight into every AI-driven decision, without compromising regulator-grade traceability.
Where teams use AI-Harness
- KYC, AML, and transaction monitoring triage
- Credit underwriting support and document review
- Middle-office reconciliation and exception handling
- Client reporting, RFP, and research drafting
- Risk and audit evidence collection
Typical outcomes
Faster KYC case processing
Lower cost-per-review
Backed by a governance model designed for financial services & banking, role-based access, complete audit trails, and policy-aware agent behavior.
Underwrite and service at the speed of the customer.
Bring AI agents into claims, underwriting, and policy servicing, with the clear decision trails your regulators and reinsurers expect.
Where teams use AI-Harness
- First-notice-of-loss intake and triage
- Straight-through-processing for standard claims
- Underwriter copilot for risk assessment
- Broker and agent support automation
- Fraud signal aggregation and review
Typical outcomes
Reduction in claim cycle time
Underwriter capacity
Backed by a governance model designed for insurance, role-based access, complete audit trails, and policy-aware agent behavior.
Turn your methodologies into an always-on team.
Encode your firm's expertise into role-based agents that support research, proposal development, and client delivery, with utilization and margin analytics baked in.
Where teams use AI-Harness
- Proposal, RFP, and pitch generation
- Research, market scans, and competitive analysis
- Engagement documentation and deliverable drafting
- Project staffing and resource orchestration
- Knowledge management and precedent reuse
Typical outcomes
Faster proposal cycles
Engagement margin uplift
Backed by a governance model designed for professional services & consulting, role-based access, complete audit trails, and policy-aware agent behavior.
Run engineering and customer operations like a high-performance team.
Coordinate multiple coding, research, and customer-facing agents under one roof, with engineering velocity metrics, cost visibility, and an auditable record of every change.
Where teams use AI-Harness
- Coordinated multi-agent engineering workflows
- Customer support tier-1 triage and escalation
- Product analytics research and user interviews
- DevOps incident response and runbooks
- Content, marketing, and lifecycle operations
Typical outcomes
Engineering throughput per team
Support ticket auto-resolution
Backed by a governance model designed for technology & saas, role-based access, complete audit trails, and policy-aware agent behavior.
Operational intelligence that reaches the shop floor.
Embed AI agents into procurement, planning, and quality workflows. Keep the humans where they add the most value, on exceptions, strategy, and supplier relationships.
Where teams use AI-Harness
- Supplier onboarding and document validation
- Purchase order exception handling
- Demand planning and forecasting analysis
- Quality report drafting and root-cause triage
- Compliance and regulatory documentation
Typical outcomes
Faster supplier onboarding
Reduction in PO exceptions
Backed by a governance model designed for manufacturing & supply chain, role-based access, complete audit trails, and policy-aware agent behavior.
Merchandising, service, and marketing operations at scale.
Run merchandising, customer service, and marketing operations with AI teammates, while keeping your brand voice, pricing rules, and customer data fully governed.
Where teams use AI-Harness
- Product content and catalog operations
- Customer service automation and escalation
- Promotional planning and A/B test coordination
- Supplier and marketplace seller operations
- Fraud and returns workflow triage
Typical outcomes
Faster product onboarding
Lower cost-to-serve
Backed by a governance model designed for retail & ecommerce, role-based access, complete audit trails, and policy-aware agent behavior.
Modernize citizen services with full transparency.
Bring AI into policy research, service delivery, and back-office modernization, with the immutable audit log, access controls, and data residency public institutions require.
Where teams use AI-Harness
- Policy research and briefing generation
- Citizen inquiry triage and case routing
- Grant and benefits application processing
- Procurement and vendor evaluation support
- Cross-agency knowledge sharing
Typical outcomes
Faster case resolution
Auditable decision trails
Backed by a governance model designed for government & public sector, role-based access, complete audit trails, and policy-aware agent behavior.
Industrialize creative operations without industrializing the output.
Scale research, content production, and campaign operations with agents that follow brand guidelines, and hand off to humans when judgment matters most.
Where teams use AI-Harness
- Research briefs and audience analysis
- Content production and localization pipelines
- Campaign planning and reporting automation
- Social listening and response workflows
- PR and communications response triage
Typical outcomes
Increase in campaign throughput
Production cost per asset
Backed by a governance model designed for media, marketing & communications, role-based access, complete audit trails, and policy-aware agent behavior.
The same platform, tuned to your world.
AI-Harness is not vertical software, it's a control plane. We provide the core, templates, and policy packs; your teams and partners configure it to fit how your business actually operates.
- Deploy in your cloud, your VPC, or on-prem, your data never leaves.
- Bring your own models and agent runtimes, no framework lock-in.
- Enterprise controls from day one, SSO, SCIM, audit, approvals.
- Built for global rollouts, multi-region, multi-tenant, multi-language.
Your industry. Your playbook. Our platform.
Whichever industry you're in, AI-Harness adapts to your workflows, data, and compliance requirements, not the other way around.
Your own instance in minutes · $10 free credits · No credit card · SOC 2-ready controls