AI That Ships to Production, Not Just to Demo
Eight engineering services for FinTech, HealthTech, InsurTech, and LegalTech teams where a hallucinating model or a drifting agent is a compliance event, not a product bug.
THE PROBLEM
Most AI Pilots Work. Most AI Systems Don't Ship
The pilot looked good. The demo worked. Then the compliance team reviewed it. Or the edge cases arrived. Or the eval layer didn't exist.
Two vendor types dominate the market right now:
AI boutiques, strong on models, weak on regulated infrastructure
Legacy integrators, rebranded with prompt engineers, same old consulting playbooks
EPixelSoft is neither.
We have been building production software since 2012, including lending platforms, clinical operations tools, and multi-tenant SaaS. AI is not a pivot for us. It is the current expression of the same engineering discipline that has shipped 700+ projects.
Eight Services. One Engagement Path
Most clients move through all three tiers, starting with a diagnostic, moving into transformation, then operating at scale.
Start Here
Fixed scope. Fast time to value
4–10 weeks
(4 weeks)
Maps AI opportunity, data readiness, and compliance posture across your workflows. Delivers a CFO scorecard + CTO architecture brief.
(6–10 weeks)
Designs and ships a single AI workflow in production, document intake, approval chains, triage routing.
Transform a Workflow
Core transformation engagements
3–6 months
Domain-specific knowledge retrieval where generic RAG fails on the queries that matter
Judgment-heavy workflows: underwriting, claims adjudication, prior authorization
Layering AI onto decade-old infrastructure, no replatform required
Turning dashboards into decision-ready signals with explainability and confidence scoring
Operate at Scale
Post-deployment. Keeps AI reliable, compliant, and cost-efficient
Ongoing
HIPAA, SOX, GLBA, EU AI Act alignment, built into architecture, not bolted on after
Monthly retainer: eval pipelines, drift detection, prompt versioning, cost monitoring
Engineering Work That Has Shipped
Funderial LLC , USA
Commercial Lending
Underwriting time
9 days → 38 hours
Team throughput
4X increase
Revenue-per-analyst
10X over 14 months
Multi-agent LangGraph system with human-in-the-loop exception handling. Decomposed across 34 workflow decision nodes.
Named with permissionSubscription Media Platform
Paid subscriber conversion
5X growth in 2 quarters
AI-augmented onboarding workflow designed and shipped alongside the product team.
SINA Platform
NGO Field IntelligenceAI-powered field data verification, funder report generation, and beneficiary data pipelines operating across multiple African markets.
Referenced by partner organizations as the primary factor enabling geographic expansion.
Reference available on request.How Most Engagements Start
AI Readiness Audit
4 weeksMaps which workflows are ready for AI, which are not, and what to build first.
AI Solution Architecture
3–6 MonthUsually Cognitive Workflow Re-Architecture or Vertical RAG, based on the audit findings.
Compliance Review + AgentOps
OngoingCompliance-Safe AI review before deployment. AgentOps retainer for ongoing operations.
AI Readiness Audit
4 weeksMaps which workflows are ready for AI, which are not, and what to build first.
AI Solution Architecture
3–6 MonthUsually Cognitive Workflow Re-Architecture or Vertical RAG, based on the audit findings.
Compliance Review + AgentOps
OngoingCompliance-Safe AI review before deployment. AgentOps retainer for ongoing operations.
Already know what you need to build? Some clients skip the audit after a failed pilot with another vendor and move directly to scoping.
Where EPixelSoft Has Built in Production
FinTech & Lending
Underwriting cycle reduction · Loan origination system AI overlay · Credit decisioning intelligence · KYC/AML automation
HealthTech & Clinical Operations
Prior authorization routing · Clinical intake triage · EMR overlay intelligence · HIPAA-compliant RAG
InsurTech
Claims adjudication re-architecture · Loss run analysis automation · Policy administration AI middleware
LegalTech
Contract analysis · Precedent retrieval · e-Discovery triage · Privilege-aware document classification
AI-Based SaaS Products
Co-pilots · Vertical SaaS with embedded intelligence · RAG-backed knowledge products · Agentic multi-tenant workflows
NGO & GovTech
Field data verification · AI report generation · Beneficiary data pipelines. Reference clients available on request.
Start with the Diagnostic
The AI Readiness Audit runs for four weeks.
IT COVERS
Workflow opportunity mappingData and compliance readinessModel economicsEval gap analysisOUTPUT: A CFO-READABLE SCORECARD AND A CTO-READABLE ARCHITECTURE BRIEF, THE TWO DOCUMENTS MOST CLIENTS USE TO GET INTERNAL BUDGET APPROVED.
Already past the diagnostic stage?
EPixelSoft is headquartered in Noida, India. Clients across the US, UK, EU, Australia, and Gulf markets.