AI Product Engineering

AI products
that run in
production.

Build AI products that run in production, not just in demos.

From intelligent document processing to full agentic platforms, we design and build AI products that are embedded in real industry workflows. End-to-end ownership from first architecture decision to live production deployment.

95%+
Document extraction accuracy
2 wks
Average time to IDP production
60%+
Average cost reduction in document workflows
Our Solutions

Three ways we deliver AI products.

Flagship Product

Intelligent Document Processing

Process thousands of documents in parallel with 95%+ accuracy.

Our IDP platform classifies, extracts, validates, and routes documents end-to-end. From healthcare claims and EOBs to insurance forms and real estate contracts, IDP deploys in 2 weeks with zero training required and delivers structured, queryable output to any downstream system.

Healthcare ProvidersRCM / BillersInsurance PayersReal Estate
95%+
extraction accuracy
15s
per document
2 wks
to production
AI Platform

RCM Operations Platform

AI-led automation across the full revenue cycle.

An AI-native operating platform for RCM organisations. Automates eligibility, prior auth, claims, submission, posting, reconciliation, and denial workflows. Up to 90% automation on posting, 80% on claims, and 85% effort reduction on denials, with human-in-the-loop oversight for exceptions.

RCM OrganisationsHealth SystemsTPAsManaged Care Orgs
90%
posting automation
80%
claims automation
85%
denial effort reduction
Bespoke

Custom AI Product Development

From concept to production AI product, end to end.

For organisations whose AI use case does not fit an off-the-shelf product. We design, build, and ship custom agentic systems, RAG pipelines, and AI-embedded products. Fixed scope, clear deliverables, production-grade from the first commit.

Enterprise TechnologyFinancial ServicesInsuranceHealthcare ISVs
8-16wk
typical build engagement
3x
faster than internal teams
90%
of projects shipped to production
Industries

Where we deliver.

Healthcare & RCM

Claims processing, prior auth, EOB extraction, eligibility, denial management.

Insurance

Policy document processing, claims intake, underwriting document automation.

Real Estate

Lease abstraction, title document processing, property data extraction.

Financial Services

KYC document automation, contract extraction, compliance document workflows.

Case Studies

Results we have delivered.

Regional RCM Provider
Healthcare · 150-person operations team
Challenge

Processing 10,000 documents per month with 5 FTEs at $200K/year in labour cost. 7% error rate generating $42K/year in rework. Batch processing taking 10 days per cycle.

Solution

Deployed IDP in 14 days. Automated classification, extraction, validation, and structured output to their billing system. Exception queue reduced human review to genuinely ambiguous cases only.

Results
$242K annual cost reduction across labour and rework
Error rate reduced from 7% to under 0.5%
Batch processing time from 10 days to same-day
Staff redeployed to higher-value denial management work
$242K
Annual savings
14x
Error reduction
Same-day
From 10-day batches
Mid-Size RCM Organisation
Revenue Cycle Management · 300-person back-office team
Challenge

Scale required proportional headcount growth. Management overhead consuming leadership bandwidth. Prior auth and eligibility delays creating downstream billing bottlenecks.

Solution

Deployed RCM Operations Platform in phased rollout over 6 months. Phase 1 covered posting and reconciliation. Phase 2 added claims and billing. Phase 3 addressed denial management.

Results
90% automation on cash posting and reconciliation
80% of claims created and submitted without human intervention
85% reduction in denial management effort
Capacity expanded 3x without proportional headcount increase
90%
Posting automated
3x
Capacity expansion
6 mo
Full deployment

Ready to get started?

Tell us about your document workflows or AI product challenge. We will respond within one business day.