Forward Deployed AI
Engineering. At Scale.
Engineers embedded in the problem, not advising from outside. Every accelerator comes from years of doing this work: designed, built, deployed, and run in production, with audit-ready proof on every agent action.
Pricing IntelligenceArqVantageReads why competitor prices moved and reprices within your guardrails, with MAP enforced automatically.
Payment IntegrityArqFWASurfaces the claims most likely to be fraud, waste, or abuse, with evidence investigators can defend.
Loyalty ModernizationArqLoyaltyReplace your loyalty platform with parity proven daily. Zero migration risk at cut-over.
Banking OperationsArqBankerUnderwriting, KYC, AML, and regulatory reporting, with explainable reasoning on every decision.
Service ManagementArqSupportAgentic L1/L2/L3 ticket triage and auto-resolution, with SLA breaches prevented rather than reported.
Pricing IntelligenceArqVantage
Payment IntegrityArqFWA
Loyalty ModernizationArqLoyalty
Banking OperationsArqBanker
Service ManagementArqSupportFlagship accelerators, part of a growing library. Explore all
Platforms hand you tools.
Consultancies hand you decks.
We embed engineers
in your operation.
Forward-deployed means our engineers take responsibility for the full path: mapping the workflow, building the agents, wiring them into your systems, and running them in production with governance attached.
Reusable workflow patterns, configured to your systems and policies
Compliant-rated. Waste still found.
One Blind Spot Assessment, over claims the incumbent tooling had already cleared
Fewer, better cases, not more alerts.
Each flagged case arrives with the evidence already assembled
Proof on every agent action.
Trigger, reasoning, and outcome, captured for audit
Proven in production,
configured to your operation.
An accelerator is a proven pattern of agents, integrations, and governance controls for a recurring enterprise problem, configured to your systems and policies rather than designed from scratch.




Case study: the specifics, not the pitch
All case studiesUndetected Waste Found at a Mid-Size TPA Rated Fully Compliant
One Blind Spot Assessment surfaced undetected waste a compliant-rated program had missed.
- Undetected waste surfaced across claims the incumbent tooling had already cleared
- Manual review time sharply cut, because cases arrive with the evidence already assembled
- Every finding delivered with reviewable evidence an investigator can defend
- All from a single Blind Spot Assessment, with no platform rollout or migration
What we are learning by
running AI in production.
FAQs
Answers to
common questions.
The short versions. For anything specific to your operation, ask us directly.
Most engagements begin with a Workflow Assessment: a paid, two-to-three week engagement where we map your operations, identify the workflows with the highest automation ROI, and deliver a prioritized roadmap. The output is yours regardless of what you decide next.
Timelines depend on scope, but our accelerator library means most first agents reach production in weeks, not months. We sequence work so you see measurable value early and expand from there.
Generic tools are built for everyone, so they miss the patterns, policies, and edge cases specific to your industry. Our engineers embed in your operation, build around it, ship to production, and attach audit-ready proof to every agent action.
Compliance architecture is built in from day one. Every agent generates encrypted, audit-ready proof of its actions, and we work within your governance, security, and data-residency requirements.
No. Agents handle the routine and surface the exceptions, so your team spends judgment where it matters. Humans stay in control of every decision that needs one.
We stay accountable: monitoring results against the targets we set up front, iterating, and expanding capabilities as your business grows.
Yes. Agents are wired directly into your existing stack, no rip and replace, so your data stays unified across the tools you already use.



