
G2i is a video-based hiring platform connecting companies with rigorously vetted contract or full-time engineers, product managers, and product designers, offering fast, quality matches with comprehensive backend support and a 7-day free trial.
G2iProduction-grade evaluations for AI models, designed by engineers who understand real-world failure modes. Involves capturing failure modes from product behavior and edge cases, auditable judgment based on calibrated rubrics, and calibration that scales with volume.
Failure Mode Capture
Auditable Judgment
Calibration at Scale
G2i offers a video-based hiring platform to find world-class contract or full-time engineers. This service includes sourcing, video-based technical screening, and matching for roles such as Fullstack, Backend, Frontend, DevOps, Android, iOS, AI, and Data Science engineers. Clients benefit from a 7-day free trial and comprehensive backend support including compliance and international payments.
Contract/Full-Time Hiring
Video-based Screening
7-Day Free Trial
G2i provides access to a pool of product designers, product managers, and UX researchers for contract or full-time positions. The platform streamlines the hiring process through video-based technical interviews and detailed assessments, ensuring candidates align with specific budget, location, and skill requirements.
Contract/Full-Time Hiring
Video-based Screening
Customized Sourcing
Custom-built, high-fidelity Reinforcement Learning (RL) environments for complex applications across UI, data, and APIs. Designed for training at scale with repeated runs, clean resets, checkpoints, and telemetry, ensuring environments evolve as agents improve.
High Fidelity
Production Grade
Training at Scale
Reinforcement Learning from Human Feedback (RLHF) pipelines leveraging expert engineers with 7+ years of experience to provide high-quality reward signals. Features calibrated panels, adversarial coverage, auditable traces, and preference capture with context.
Domain Experts
Calibrated Panels
Adversarial Coverage
Real enterprise data safely prepared and structured for AI training environments. Data is anonymized while preserving structure, relationships, and behavioral patterns, and generated from real repository structures and development workflows.
Real Enterprise Patterns
Production Realism
Anonymization Pipeline
Supervised Fine-Tuning (SFT) datasets built from hand-written demonstrations by senior engineers. Demos are created with clear intent, peer-reviewed, calibrated against gold sets, and exported in various formats (ChatML, JSONL, OAI-tool, Anthropic XML) with schema validation and streaming delivery.
Demonstrations with Intent
Peer Reviewed
Gold Set Calibration
Abe Petrillo • CTO
Mark Nausha • COO
Ben Coats • CTO
Pedro Guimaraes • Software Engineer
Lucas Faria • Product Engineer
Alem Tuzlak • Software Engineer
Eduardo Ochiai • Software Developer
Bruno Arndt • Sr. Backend Python




Specialized areas the solution focuses on. The best solutions specialize in niches across skillsets, functions, industries, regions, and more.
General category of the solution.
G2i is a video-based hiring platform founded in 2016, specializing in connecting companies with world-class contract or full-time engineers. The platform leverages a proprietary system of video-based technical matching and talent evaluation to ensure quality, urgency, and agility in the hiring process, aiming to reduce hiring 'noise' and increase 'signal' for faster placements, often in days rather than months. Over eight years, G2i has refined its platform, integrating AI assistance with experienced human technical teams to curate a talent pool of 8,000+ qualified engineers. Beyond matching, G2i provides comprehensive backend support for clients, including compliance, international payments, errors and omissions insurance, laptop logistics, and background checks, allowing businesses to focus on core development. Deeply embedded in the open-source ecosystem, G2i actively contributes through initiatives like React Miami, the Developer Health Fund, and DevHealthOS. The company also supports its talent with monthly AI training, AI certified badges, and AI tooling discounts, ensuring engineers remain at the forefront of technological advancements. Serving a diverse range of clients from startups to large enterprises, G2i's services are tailored to meet the specific needs of CTOs and CISOs across various technical domains, including software engineering, product management, product design, and security. They emphasize transparency, customized sourcing, and a 7-day free trial to ensure optimal fit and performance.
The enterprise platform for on-demand tech talent and human + AI orchestration




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