Image / Video / Object Detection / Segmentation

Text / NLP / Entity Extraction / Classification

Audio / Speech / Speaker Diarization / Transcription

3D / Point Cloud / LiDAR labeling

We combine automated pre-labeling + human review to get to high accuracy at scale. This human-in-the-loop approach ensures edge cases are handled correctly and model error does not compound.

Noise removal, deduplication, outlier detection

Format normalization, schema alignment

Enrichment (metadata tagging, feature extraction)

Missing value imputation, outlier handling

Clean data is the foundation of robust models. We ensure your data is production-ready and consistent.

Feature engineering & selection

Prototype model development

Fine-tuning & augmentation

MLOps pipeline support

We augment your customer engagement team to deploy your applications for your customers faster and reliably.

Model validation, benchmarking, and stress testing

Edge-case and adversarial scenario evaluation

Human review / audit of model outputs

Continuous monitoring and drift detection

Rigorous evaluation ensures your AI behaves reliably in real-world usage.

PII / sensitive data detection & redaction

Consent & lineage audits

GDPR / CCPA / HIPAA / sector-specific compliance checks

Compliance risk reports & remediation plans

In regulated environments, compliance is as important as accuracy.

Human-only data collection for robotics research

Transaction processing, data entry, form processing

Document handling, claims processing, KYC support

Tiered escalation & quality control

We bring AI-informed efficiency to traditional BPO workflows, raising quality while lowering cost.