Intelligence and optimization built on your real operational data

$75M+ in documented savings across 250+ projects because we read your actual event logs, not your process documentation.
Intelligence and optimization built on your real operational data

Silver Globee® Winner

2026 Best Artificial Intelligence Service Provider of the Year

AI Excellence Award Winner

By Business Intelligence Group for our work on Small Language Models

ISG Provider Lens

Leader in Generative AI Services, Development and Deployment Services

ISG Provider Lens

Leader in Generative AI Services, Strategy and Consulting

NelsonHall NEAT Leader 2025

For Generative AI & Process Automation in Banking
WHY THIS MATTERS

What your process maps are hiding

Three reasons your back-office improvements are not delivering the savings you modelled and why the gap between designed process and actual process is where the cost lives.
PILOT-TO-PRODUCTION GAP
PILOT-TO-PRODUCTION GAP

95%

of GenAI pilot programs fail to deliver measurable impact. The root cause is never the model, it is unmapped process variation that automation cannot handle.
SCALE-UP GAP
SCALE-UP GAP

67%

process automation projects fail to deliver their expected ROI because companies automate the process as it exists rather than the process as it should operate.
INTERACTION MINING EFFICIENCY
INTERACTION MINING EFFICIENCY

80%

reduction in process documentation and customer journey analysis effort, replacing manual workshops and interviews with faster, data-driven operational insights.
PROVEN OUTCOMES

 Our intelligence and optimization outcomes

Real savings from live process intelligence engagements - healthcare, mortgage, BFS, and contact center.

$5.2M+

annual savings

Unlocked through claims adjudication transformation, helping reduce adjustment rates by 20% and improve processing efficiency.

~$2M

potential savings

Identified through claims operations analysis, uncovering hidden inefficiencies, reducing rework, and improving overall process performance.

$75M+

value realized

Across transformation programs in healthcare, mortgage, banking, telecommunications, and customer operations, supported by certified specialists and proprietary accelerators.
SOLUTION DEEP DIVE

Four capabilities. Every rework loop exposed.

From object-centric process mining through real-time operations consoles — what the intelligence layer runs and what each component delivers.
Your operational truth is already encoded in your system event logs. We reconstruct your end-to-end process flows from raw event data: no war room required, no manual interviews. You see the real process: the detours, the rework loops, the variance and exactly where it is costing you.
  • 170+ pre-built Execution Instruments across healthcare, mortgage, BFS, telco, and contact center - ready immediately.
  • Object-centric mining: full E2E flow reconstruction across objects and events from raw event logs.
  • Real-time conformance checking: designed process vs. live ground reality -- continuously re-checked, not a one-time snapshot.
  • Claims EMS: Executive Control Center, Operations Steering View, and Daily Task Action View built in.
  • No war room, no interviews: all intelligence from a single operational data extract.
Redesigning a process based on assumptions is how transformation projects fail. Digital Twin simulation builds a living model of your actual operations based on real event log data, and lets you test changes against real historical throughput before a line of production is touched.
  • Digital Twin built from actual event log data -- not designed-flow assumptions or aspirational process maps.
  • Test automation scenarios, staffing changes, and rule modifications against real historical volume.
  • KPI benchmarking: your performance against industry standards and vertical peers.
  • Early warning system: deviation and bottleneck prediction before they become SLA breaches.
  • Simulation results feed directly into Celonis EMS Execution Instruments -- insight to action, not insight to deck.
System event logs record what your platforms did. They do not record what your agents actually had to do — the workarounds, the copy-paste between systems, the SOP deviations that have become unwritten standard practice. Interaction Mining reads agent desktop activity directly, producing 80% faster process documentation and a clear map of what is ready to automate.
  • Maps real agent workflows across systems - not what the SOP says, but what agents actually do.
  • Identifies repeated friction points in daily BAU without disrupting operations or requiring workshops.
  • Root-cause analysis of inter-agent variation and SOP deviations at scale.
  • Surfaces best practices across agent cohorts - replicable, not guesswork.
  • Automation discovery: identifies repetitive manual tasks ready for RPA or agentic workflow.
Process intelligence that lives in a deck does not improve operations. Pre-built consoles bring real-time process intelligence directly into your operational workflow — live SLA tracking, error rate visibility, and denial rate monitoring available to operations managers the moment something needs attention.
  • Claims EMS console: SLA, error rate, pend rate, and auto-adjudication rate — live.
  • Contact center console: AHT, FCR, transfer rate, and SOP compliance — real time.
  • Provider experience console: denial rate, clean-claim rate, and AR days.
  • Celonis ML Work bench detects TFL deadline risks and triggers agentic workflows via API automatically.
  • Closed loop: signals from process intelligence feed directly into agentic operations.
WHO WE SERVE

Process intelligence built for every vertical we operate

The same methodology — DDMAICC 2.0, Celonis EMS, and 150+ certified experts — applied to the process reality of each domain.
$5.2M+ saved | 20% adjustment reduction
Health Plans

$5.2M+ saved | 20% adjustment reduction

We apply process mining to claims adjudication, appeals, enrollment, and benefits configuration using actual event logs rather than documentation.
Denial rate, AR days, clean claim rate
Healthcare Providers

Denial rate, AR days, clean claim rate

We provide a real-time provider experience console that monitors denial rates, tracks AR days, and provides clean claim rate visibility through a closed loop with operations delivery.
Loan cycle time and post-close QC
Mortgage

Loan cycle time and post-close QC

We apply process mining across origination, processing, and closing to identify where cycle time is lost and where compliance risk is building before it becomes a breach.
AML alert prioritization and KYC efficiency
Banking and financial services

AML alert prioritization and KYC efficiency

We combine ML-based risk scoring with process mining across KYC and AML workflows, reducing manual investigation time without increasing compliance risk.
Fault resolution and billing dispute cycles
Energy and utilities

Fault resolution and billing dispute cycles

We apply process mining to fault management and billing operations, feeding insights directly into agentic workflow design for the Operations Delivery layer.
INSIGHTS

Latest from the Firstsource team

Insights from the field, real operations, real outcomes, and perspectives from the people making it work in live operations.
From investigation to implementation: Why multiple representation has changed the motor finance redress equation
BLog

From investigation to implementation: Why multiple representation has changed the motor finance redress equation

Understand how multiple representation by claims management companies is changing the motor finance redress equation and what lenders must do now.
How motor finance leaders can navigate the £8bn redress challenge
BLog

How motor finance leaders can navigate the £8bn redress challenge

Motor finance leaders must act now. A practical guide to navigating the £8bn FCA redress challenge with speed, compliance, and operational precision.
Smart meters, stronger oversight: What the water sector shake-up means for customer operations
BLog

Smart meters, stronger oversight: What the water sector shake-up means for customer operations

What the water sector's regulatory shake-up means for customer operations, smart meter rollout, and the future of utility service delivery in the UK.
Building a strong foundation for growth: how a leading dental plan transformed operations with strategic partnership
Case Study

Building a strong foundation for growth: how a leading dental plan transformed operations with strategic partnership

Discover how a leading dental plan partnered with Firstsource to transform operations, reduce costs, improve CSAT, and enable scalable growth through AI and a hybrid delivery model.
$12M+ revenue unlocked and 800K charts cleared for a leading U.S. health system
Case Study

$12M+ revenue unlocked and 800K charts cleared for a leading U.S. health system

Learn how AI-powered autonomous coding helped clear 800K chart backlog, unlock $12M+ revenue, reduce denials, and restore coding turnaround for a leading U.S. health system.
Achieving a ∼99% first pass ratio and $1.9M cost reduction through AI-enabled radiology RCM
Case Study

Achieving a ∼99% first pass ratio and $1.9M cost reduction through AI-enabled radiology RCM

Learn how AI-enabled radiology RCM helped a leading U.S. billing company achieve a 99% first pass ratio, reduce cost-to-collect by $1.9M, and scale operations efficiently.
contact us

Your operation runs differently than your process maps say it does

Tell us where your improvement programs are not holding and we will read your actual event logs to show you exactly where the gap is and what it is costing you.
  • Diagnosed from your actual system event logs — no war room, no interviews, no workshops.
  • 170+ Execution Instruments deployed from day one — no build time before insight is live.
  • Savings sized against real historical throughput before any commitment is made.