Features
Expert-curated datasets for frontier AI models
Custom data development pipelines
Curriculum-structured Data Series with rubrics and difficulty tiers
Agentic AI system development and deployment
Benchmark design and evaluation (e.g., Continual Learning Bench, Agents' Last Exam)
Open-source benchmark grants and funding
Weak supervision and data programming capabilities
Rubric Failure Mode Taxonomy (RIFT) for evaluation diagnostic
Domain-specific agent benchmarking (e.g., insurance underwriting)
Collaboration with expert contributor community
Calibrated expert review with gold sets and per-task calibration
Programmatic graders and evaluator models at scale
Full audit trails with adjudication and provenance
Templated generation for edge-case coverage across difficulty bands
Eval harnesses with task-specific rubrics and deterministic graders
Access 100+ data providers for firmographics, technographics, funding
Live intent signals: job changes, funding, hiring, website visits
AI research agents for deep company and competitor analysis
Built-in AI sequencer for multi-channel outreach with warmup
Native email sending with automated warmup
Lead scoring based on propensity to buy
Local business search from Google Maps with import
Enriched LinkedIn posts, company details, and mobile numbers
HTTP API and webhooks for custom integrations
CRM sync with HubSpot and Salesforce (Pro+)
Credit-based system: 1 credit per email, 10 credits per phone
Unlimited users on all paid plans
Web scrapers for custom data extraction
Company Lookalike Finder (Growth+)
ABM (Account-Based Marketing) on Pro+