Enterprise AI that performs becauseexperts stand behind it
Managed programs for data operations, RLHF, model evaluation, and specialist staffing with quality controls and pay-on-approval.
What we deliver for enterprise teams
Data Collection and Annotation
Program-managed labeling and data operations for text, vision, audio, and multimodal pipelines.
- Contributor onboarding by domain
- Structured QA checkpoints
- Weekly throughput reporting
RLHF and Model Evaluation
Human feedback workflows and evaluation operations for release readiness and model behavior quality.
- Preference and ranking tasks
- Safety and red-team programs
- Benchmark and rerun cycles
Expert Staffing
Vetted specialists for short-term projects, managed pods, and recurring AI operations.
- Fast shortlist turnaround
- Flexible engagement structure
- Outcome-based approvals
Managed Delivery
Centralized control across scope, SLA, quality, and payments for enterprise programs.
- Single operating workflow
- Escalation coverage
- Audit-ready records
Where we operate
Healthcare and Life Sciences
Clinical reasoning, coding support, and specialist review programs.
Financial Services
Risk and compliance data operations for high-accuracy decision workflows.
Legal and Compliance
Contract intelligence and policy-heavy annotation for regulated environments.
Retail and Consumer Technology
Search relevance, support AI tuning, and customer-language quality programs.
Recent case study highlights
RLHF quality program for assistant model
+34% acceptance lift
Domain experts improved preference data consistency compared with broad crowd baselines.
Vision annotation operations redesign
41% faster cycle time
Tiered reviewers and process controls reduced relabel loops for weekly releases.
Finance-focused evaluation stream
2.1x lower defect rate
Credential-gated experts improved reliability on compliance-sensitive reasoning tasks.
Built for sensitive enterprise workflows
Operational controls are designed for teams that need consistent quality, traceability, and stronger governance.
- Escrow-backed approvals and payout controls
- Structured QA before final handoff
- Identity and credential validation workflows
- Anonymized reporting and data minimization standards
- Traceable project and delivery activity logs
- IP and NDA support for enterprise engagements
Engagements are scoped with delivery targets, quality definitions, and reporting cadence. Pricing is based on scope, domain complexity, and service mix.
- No seat fees
- Flexible project structures
- Service mix by program stage
- Support from intake to delivery
Tell us what you are building
We will map the specialist mix, QA model, and rollout plan for your team.
Prefer email? Contact sales.