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.
Platforms hand you tools. Consultancies hand you decks. Our engineers deploy into your operation and 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.
Industry-specific workflow spines, validated across deployments and configured to your data, policies, and reviewers. Faster to production, lower cost per engagement, less risk than a custom build from scratch.
We map your operations and identify exactly where agents will move the needle before any build begins. You get a prioritized roadmap with expected impact, and the output is yours regardless of what you decide next.
Agents wired directly into your existing stack, reading live context and writing back within the permissions your security team already trusts. No rip and replace. No operational disruption.
Every agent action carries the trigger, the reasoning, the inputs, and the outcome in an encrypted, persistent audit trail. Built in from day one, because in regulated operations an agent you cannot audit is an agent you cannot run.
Bespoke agents scoped to the client’s workflows, data, and compliance requirements. Each agent operates within the approved permission model, with reviewers assigned per decision class and an encrypted audit trail persisted for every action taken in production.
Key Requirements:When no accelerator fits, we build bespoke agents around your workflows, your data, and your compliance requirements. Nothing generic, nothing you have to bend your operation around.
See All ServicesAn accelerator is a reusable workflow spine for a recurring enterprise problem: a proven pattern of agents, integrations, and governance controls, configured to your systems and policies rather than designed from scratch. Two tracks: vertical accelerators built for one industry's operations, and horizontal accelerators that solve a problem every regulated enterprise shares.
Vertical · Healthcare PayersPayment integrity and fraud intelligence
Reads across claims, providers, policy, and member context to surface the cases most likely to be fraud, waste, abuse, or leakage, with the evidence trail investigators need to act and defend.
Vertical · Retail & HospitalityLoyalty platform modernization
Replace your loyalty platform without betting the business. Parallel-run validation until cut-over risk is zero.
Horizontal · Cross-IndustryCompetitive market intelligence and dynamic pricing
Agents monitor competitor SKUs in real time, reason about why prices moved rather than just that they did, and adjust within your guardrails, with MAP compliance enforced automatically.
Forward-deployed means our engineers work inside your operation, not from a slide deck. Three things follow from that: we go deep on one vertical at a time, we ship to production rather than pilots, and we attach proof to everything we deploy. Every accelerator in the library exists because we did this work by hand first.
ArqFWA detects fraud patterns built for TPA operations that generic payer tools were never designed to find.
Each delivery makes the next one faster. Our accelerator library compounds with every client we ship.
Every agent we deploy generates encrypted, audit-ready proof of its actions. Compliance architecture is never an afterthought.
Identified in a single Blind Spot Assessment for a mid-size TPA whose incumbent vendor had rated them fully compliant.
A paid two-to-three week Workflow Assessment. We map your operations, quantify where agents will move the needle, and hand you a prioritized roadmap you own regardless of next steps.
We select the accelerator or design the bespoke agents, define the governance model, and set the measurable targets the engagement will be judged against.
Agents go into your existing systems within your security and permission model. First production agent in weeks, sequenced so you see measurable value early.
We stay accountable after go-live: monitoring against the targets we set up front, recalibrating as your operation changes, and expanding to the next workflow when the numbers justify it.
Agents connect to the CRM, ERP, ITSM, data platforms, identity, and core systems your operation depends on — retrieving live context and updating records within the permissions your security team already trusts. No rip-and-replace, no disconnected workbench.
Ground agents in live CRM data and let them update records within your permission model.
Turn ERP master data into decisions, with governed write-back inside approval boundaries.
Classify, enrich, and route tickets — and resolve the repeatable ones end to end.
Read governed, current data from the warehouse instead of stale exports.
Ground agents in live CRM data and let them update records within your permission model.
Turn ERP master data into decisions, with governed write-back inside approval boundaries.
Classify, enrich, and route tickets — and resolve the repeatable ones end to end.
Read governed, current data from the warehouse instead of stale exports.
Run retrieval and reasoning against the lakehouse your data team already operates.
Extend Copilot with your context, workflows, and the security posture IT requires.
Agent actions inherit the identity and access boundaries your security team already trusts.
Wire claims and policy workflows into the core platform carriers run on.
Run retrieval and reasoning against the lakehouse your data team already operates.
Extend Copilot with your context, workflows, and the security posture IT requires.
Agent actions inherit the identity and access boundaries your security team already trusts.
Wire claims and policy workflows into the core platform carriers run on.
Every engagement is judged against targets set before the build starts. These are outcomes from deployed work.
In annual undetected waste surfaced at a single mid-size TPA, in one Blind Spot Assessment, at an account its incumbent vendor rated fully compliant.
More high-value FWA cases surfaced versus a rules-only baseline, with 100% decision-evidence capture for audit and recovery.
Faster case triage from assignment to decision, with reviewer context assembled and the audit trail exportable.
Trends, patterns, and hard lessons from deploying operational AI in regulated enterprises, direct from our team.
Build a governed cloud semantic layer for consistent enterprise analytics, AI-ready metrics, unified governance, and trusted business intelligence at scale.
Learn how DAIS 2026 is shaping integrated enterprise AI stacks with unified data, governance, agents, and observability for scalable AI success.
Secure AI agents with Zero Trust architecture, SDAIA, UAE Central Bank compliance, least privilege access, and continuous monitoring across MENA.
We built ArqAI Labs because mid-market enterprises were being sold platforms when they needed a partner. Someone who understands their industry, builds for their specific operation, and stays accountable after go-live.
Jag Kanumuri