AudereDiagnostic-grade precision held across 631K rapid diagnostic test interpretations.
631K+ RDT interpretations · 98% accuracy · HIPAA
Read case →02 · The challenge
Hundreds of reward programmes. Each with different formats, different data structures, different completeness levels. The system couldn’t scale.
ITA Group manages invoices from hundreds of active incentive programmes, each with varying formats and data structures. Manual validation was slow, error-prone, and couldn’t keep pace with volume.
Inconsistent input created overpayments, missed rebates, delayed settlements, and escalations. Internal automation failed on non-standardised entries, leaving costly manual review as the only reliable path.
03 · How we did it
Layered validation. Human discipline. Automated precision. Daily feedback.
01
Manual audits
We identified mismatches and unsupported claims across all formats. This caught edge cases — handwritten notes, conditional rebates, multi-tier discounts — that automation alone would miss. The audit became the foundation for everything downstream.
Edge cases automation misses
02
Standardisation
Varied formats were mapped into structured templates. We documented each programme’s rules, exceptions, and data quirks. This consistency made scaling possible without sacrificing accuracy on edge cases.
100K+ records processed reliably
03
Multi-point QA
Each invoice passed multiple validation checkpoints. We verified accuracy, compliance, and internal consistency before approval. Daily feedback loops with the ITA team meant we refined the framework as we learned new patterns.
98%+ accuracy sustained at scale
04
Dispute resolution
When discrepancies arose, our documented audit trail made investigation fast. We reduced average dispute time from 12 days to under 3 days. The framework became a reliable fact-finding tool, not a bottleneck.
Disputes resolved in under 3 days
04 · The outcome
ITA Group processed over 100,000 records with 98%+ accuracy whilst scaling capacity by 40%. Each programme’s rules stayed coherent; each invoice was validated with precision. The hybrid model — human judgment layered with systematic QA — became the operating standard.
Dispute resolution fell from 12 days to under 3 days. Financial reporting became reliable enough to drive strategic decisions. Peak reward periods no longer triggered operational strain. The partnership sustained because the model scaled without degrading quality.
05 · In their words
“Thanks to IndiVillage Tech Solutions, our claim validation processes are significantly more efficient. With over 100K+ records completed, and meeting 100% SLAs on time, their expertise has boosted our operational efficiency and enhanced rebate experiences for our clients.”
Abhishek Pandey · Technology Leader · ITA Group
06 · The numbers underneath
100K+
Invoices validated
and processed
40%
Capacity increase
at sustained accuracy
<3 days
Average dispute
resolution time
07 · Other programmes that shipped
Same operating discipline. Different modalities.
Audere
Syndigo
Six years of dual-stream UPC coding at 100% manual QA.
814K UPCs · 6-year partnership
Full case study coming soon
TaranisSame team, four growing seasons, 460+ weed species held in taxonomy.
4.5M+ images · 460+ species · 99.4% sustained
Read case →08 · Work with us
Run an annotation audit on your data.
Send us 100 frames in any modality — image, video, LiDAR, audio, text. We'll return annotated output, an accuracy benchmark, and a programme recommendation in 48 hours.