From pilot to production — without the friction.
Enterprise AI teams need data that's accurate, compliant, and shipped on the timeline your stakeholders committed to. We're the quiet, dependable partner behind hundreds of production AI deployments.
For AI teams inside real businesses.
Enterprise AI doesn't live in a research vacuum. It has stakeholders, procurement reviews, compliance audits, and budgets that get scrutinized every quarter. We operate on that cadence.
Our enterprise playbook: fast kickoff, weekly progress reviews with live dashboards, no surprise change orders, and quarterly business reviews your leadership can actually use. Boring in the best way.
What we bring to the table.
Domain fine-tuning data
Turn a general-purpose model into a specialist that sounds like your business. We produce SFT pairs, style exemplars, and instruction data written by professionals in your industry.
Legal SFT corpora
Contract analysis, case summarization, regulatory compliance — by attorneys.
Medical fine-tuning
Clinical note generation, coding, patient communication — by licensed MDs.
Financial adaptation
Earnings analysis, compliance-grade writing, risk summaries — by CFAs.
Engineering specialization
Code review, architecture docs, incident postmortems — by senior engineers.
RAG & retrieval tuning
Your enterprise search is only as good as the labels tuning it. We provide high-quality relevance data, RAG groundedness scoring, and intent classification at production scale.
Query-document grading
5-point relevance labels with rater calibration for ranker training.
Intent classification
User intent categories for query routing and response policy selection.
RAG groundedness
Faithfulness scoring of generated answers against cited sources.
Chunk-level annotation
Passage selection quality for retrieval pipeline optimization.
Compliance-grade data operations
Your legal, security, and procurement teams will sign because we designed our platform for them. SOC 2, GDPR, HIPAA, and role-based auditability are baked in — not bolted on.
SOC 2 Type II
Audited controls, renewed annually, reports available under NDA.
GDPR & residency
Region-locked data, EU-only processing options, DPA ready.
HIPAA-ready
Clean-room teams, BAA support, healthcare-specific access controls.
Audit trails
Every action logged, 7-year retention, SQL-queryable for your auditors.
Operations & delivery
Predictable timelines, transparent pricing, and dedicated POCs. We operate more like an outsourced team than a vendor — because that's what enterprise AI actually needs.
Named project leads
One human POC for scope, timeline, quality, escalation — responsive in hours.
Live dashboards
Real-time throughput, agreement rates, SLA adherence visible to all stakeholders.
Weekly reviews
Standing sync with your team — progress, blockers, upcoming decisions.
QBR narrative
Quarterly reports your leadership can share up — not just raw numbers.
Where enterprise teams use us.
Customer support AI
Training data for customer-facing chatbots that actually sound like your brand.
Internal copilots
Domain-specific fine-tuning data for employee-facing AI assistants.
Search & RAG tuning
High-quality relevance labels that make retrieval actually work.
Document understanding
Extraction, summarization, and classification training data for your doc workflows.
Compliance monitoring
Labeled data for systems that flag risk, drift, or policy violations.
Global rollouts
Multi-language versions of all the above — without a second vendor.
Common questions.
Do you work with our procurement process?
Yes. We've been onboarded through every major enterprise procurement flow — MSAs, DPAs, vendor risk reviews, the works. Our security team will respond to any questionnaire.
Can you integrate with our existing tooling?
We work in Labelbox, Scale, Snorkel, W&B, or your custom platforms — or ours. Integration is part of the kickoff, not an afterthought.
What's your typical engagement?
Most enterprise engagements start as 3-month scoped pilots and convert to 12–24 month programs. Our average engagement length is 18 months.
Can we start small?
Yes. Proof-of-concept projects from $25K are welcome. We'd rather earn the larger work.
How does pricing work?
Time-and-materials or fixed-fee per scope. Transparent rate cards. No commission markups on contributor pay. Quarterly true-up for volume variance.
Let's make your AI better together.
Tell us what you're training, aligning, or evaluating. We'll map a delivery plan, staffing model, and timeline within one working week.