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Domain expertise across 10+ regulated and frontier verticals.

Generic annotation breaks down in high-stakes domains. Our programs pair trained annotators with verified subject-matter experts for each sector below.

10+
Industry verticals
40+
Regulatory frameworks covered
6
Data modalities supported
25+
Enterprise programs delivered
HEALTHCARE & LIFE SCIENCES

Where a mislabeled scan is a patient outcome, not a metric.

Clinical NLP, radiology imaging, EHR structuring and pharmacovigilance — every case reviewed by licensed clinicians, not generalist raters guessing at anatomy.

— Board-certified radiologists & physicians in the review loop
— HIPAA-aligned handling with automatic PHI redaction
— Multi-reader consensus on diagnostic-grade imaging
Radiology reviewChest CT · Slice 142/220
Chest CT scan
nodule · 8mm
Reviewer: MD, RadiologyConsensus: 3/3
LiDAR point-cloud annotation
Autonomous vehicle
vehicle · cls 0.98
AUTONOMOUS & MOBILITY

Millimeter-level precision for machines that can't afford to guess.

Multi-camera, radar and LiDAR sensor-fusion annotation for AV, robotics and drones — trained annotators fluent in 3D spatial reasoning, not just 2D boxes.

— Cross-sensor object tracking & occlusion handling
— Edge-case curation for rare road scenarios

Also serving

04
1.2M+
docs reviewed/yr
Financial Services
Fraud pattern labeling, KYC document review, earnings-call transcription and evaluation.
05
40M+
SKUs enriched
Retail & E-commerce
Catalog enrichment, visual search training data and conversational shopping assistants.
06
22
languages covered
Media & Entertainment
Content moderation, closed captioning and multilingual localization QA at global scale.
07
100%
cleared workforce option
Government & Public Sector
Secure, cleared annotation programs for civic and defense-adjacent applications.
08
15+
languages evaluated
Developer Tools & Code
Code review rubrics, SWE-bench style evaluation and agentic tool-use RLHF with senior engineers.
09
2M+
resumes structured
Human Resources & Recruiting
Resume parsing, structured interview evaluation and candidate-matching model training.
10
500K+
dialogues graded
Education & EdTech
Tutoring dialogue evaluation, rubric-graded reasoning and adaptive learning model training.
11
900K+
claims reviewed
Insurance
Claims document review, damage-image assessment and underwriting risk annotation.
12
3M+
defect images labeled
Manufacturing & Industrial
Defect detection imagery, predictive-maintenance sensor labeling and safety compliance review.

Case studies, by industry.

All
Healthcare
Legal
Finance
Autonomous
Retail
Media
Education
Government
Code
Healthcare · Imaging
Cutting radiology QA turnaround by 60% for a hospital network
Board-certified radiologists ran multi-reader consensus scoring on chest CT triage for a hospital network.
99.1%
Diagnostic accuracy
60%
Faster turnaround
Healthcare · Text
Clinical NLP for structured EHR extraction at a payer network
Licensed nurses structured 2M+ unstructured intake notes into queryable clinical fields.
Reviewer agreement: 98%
2M+
Notes structured
97.8%
Field-level accuracy
Legal · Text
Attorney-reviewed clause extraction for a global law firm
Attorney-graded indemnity and liability clause classification replacing a keyword tool.
vs. baseline
94%
Reviewer agreement
3.2x
Review throughput
Legal · Docs
E-discovery review acceleration for litigation support
Privileged-document review and responsiveness tagging across a 2M-document corpus.
2M
Documents reviewed
55%
Cost reduction
Finance · ASR
Fraud-signal labeling at scale for a payments platform
Continuous labeling pipeline for transaction narratives and call-center audio.
Reviewer agreement: 41%
18M+
Transactions labeled
41%
Fraud recall lift
Finance · Docs
KYC document review acceleration for a neobank
Structured identity and proof-of-address documents across 40+ countries.
vs. baseline
1.2M
Documents processed
3.5x
Onboarding speed
Show more ↓

Compliance coverage by sector

Healthcare & Life Sciences
HIPAA-aligned handling, licensed clinician review, PHI redaction.
Financial Services
SOC 2-aligned handling of KYC and transaction data, audit trails.
Government & Public Sector
Cleared personnel options and isolated, access-controlled environments.

Don't see your industry?

We stand up new verticals with custom expert cohorts and guidelines in weeks, not quarters — we've done it for every sector from insurance to agritech.

Discuss your use case →
AI
Indika/

The data foundation enterprises trust to build reliable AI, since 2021.

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