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.
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.
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.
Contract analysis, case summarization, regulatory compliance — by attorneys.
Clinical note generation, coding, patient communication — by licensed MDs.
Earnings analysis, compliance-grade writing, risk summaries — by CFAs.
Code review, architecture docs, incident postmortems — by senior engineers.
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.
5-point relevance labels with rater calibration for ranker training.
User intent categories for query routing and response policy selection.
Faithfulness scoring of generated answers against cited sources.
Passage selection quality for retrieval pipeline optimization.
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.
Audited controls, renewed annually, reports available under NDA.
Region-locked data, EU-only processing options, DPA ready.
Clean-room teams, BAA support, healthcare-specific access controls.
Every action logged, 7-year retention, SQL-queryable for your auditors.
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.
One human POC for scope, timeline, quality, escalation — responsive in hours.
Real-time throughput, agreement rates, SLA adherence visible to all stakeholders.
Standing sync with your team — progress, blockers, upcoming decisions.
Quarterly reports your leadership can share up — not just raw numbers.
Training data for customer-facing chatbots that actually sound like your brand.
Domain-specific fine-tuning data for employee-facing AI assistants.
High-quality relevance labels that make retrieval actually work.
Extraction, summarization, and classification training data for your doc workflows.
Labeled data for systems that flag risk, drift, or policy violations.
Multi-language versions of all the above — without a second vendor.
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.
We work in Labelbox, Scale, Snorkel, W&B, or your custom platforms — or ours. Integration is part of the kickoff, not an afterthought.
Most enterprise engagements start as 3-month scoped pilots and convert to 12–24 month programs. Our average engagement length is 18 months.
Yes. Proof-of-concept projects from $25K are welcome. We'd rather earn the larger work.
Time-and-materials or fixed-fee per scope. Transparent rate cards. No commission markups on contributor pay. Quarterly true-up for volume variance.
Tell us what you're training, aligning, or evaluating. We'll map a delivery plan, staffing model, and timeline within one working week.