
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.
G2iG2i 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.
HC score
verified business cases



Production-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

OneChild
OneChild, a non-profit organization, faced significant challenges with an overstaffed 12-member offshore development team. Despite working for a year on what was intended to be a 6-month project, the team struggled with technical debt, underdelivered a functional MVP, and produced code that failed to meet industry standards and best practices. To address these issues, OneChild strategically downsized and sought individual contractors for key roles. They reduced their development team to four crucial positions: a senior tech lead, a React Native developer, a junior engineer, and a QA specialist. G2i's rigorous vetting process, access to recommended profiles, and a global talent pool enabled OneChild to find proven React Native experts within their project budget. The strategic shift to handpicked independent contractors, combined with strategic resource management, resulted in a significant surge in productivity. The new four-person team notably outpaced the previous offshore team's output, delivering higher quality code and achieving 2X the production speed. This enabled OneChild to make remarkable progress on their Bridgely mobile app, getting it into users' hands faster than anticipated.
Project Details

Differential
Differential, a digital product studio with both agency and SaaS product lines, faced significant challenges in staffing their technical teams. Their needs constantly shifted, requiring the ability to scale engineers up or down rapidly while maintaining high quality. Hiring simultaneously for quick-onboarding agency projects and long-term internal product work stretched their internal capacity, leaving engineering leaders with insufficient time to thoroughly screen and vet candidates. Team and cultural fit were critical, adding complexity beyond just technical ability, and they lacked the flexibility to staff effectively for varied project durations. G2i became Differential's strategic hiring partner, providing pre-screened, world-class engineers carefully matched not only for technical skills but also for communication style, problem-solving approach, and team fit. This approach made the experience feel like adding new internal team members, fostering seamless collaboration through a shared Slack channel and constant communication. G2i took the burden of heavy screening and vetting off Differential's plate, prioritizing engineer mindset and cultural alignment. They also offered structural flexibility, adapting to both short-term 3-month builds and longer-term contributors for internal SaaS development. With G2i, Differential successfully scaled its engineering function with enhanced speed and confidence. They saved significant time on vetting processes, moved faster on project delivery, and effectively avoided the issues associated with mismatched hires. Specifically, 10 engineers were placed across both their client and product teams. The average time to fill roles was reduced to just 10 days, making their hiring process 12 times faster than traditional methods. This partnership enabled Differential to focus more on building great products, supported by a reliable and agile engineering talent pipeline.
Project Details

Lattice
Lattice, a people management platform, sought to develop a simple yet engaging cross-platform mobile application for their One-on-One solution. They required a React Native solution that would align with their existing React, GraphQL, and Relay web application stack, demanding specialized expertise in this area. G2i undertook the development of Lattice's mobile application using React Native, seamlessly integrating with their established tech stack and internal development workflow. The project focused on achieving maximum design adherence and component reusability, with an estimation of 27 unique components and 20 unique views across 5 initial sprints. Close collaboration between the G2i and Lattice teams ensured a smooth development process. The project was completed significantly ahead of schedule, reducing the initially planned 5 sprints to just 3 sprints. Over a 10-week period, G2i contributed a total of 880 hours of work, achieving maximum design adherence and high customer satisfaction. Additionally, G2i provided extra value by implementing UI loading enhancements like shimmer placeholders and integrating automated end-to-end testing with Detox into Lattice's CI loop.
Project Details

BatAround
BatAround, a mixed-reality "sportainment" platform, faced significant challenges in scaling its engineering capacity. Their leadership, experienced in other tech sectors, had a limited network in this specific space, making it difficult to find qualified engineers. Hiring through traditional recruiters often resulted in large volumes of resumes and a lack of technical context, consuming valuable leadership time that could have been spent on product development. G2i provided a solution by offering access to a global network of pre-vetted engineers, eliminating the need for BatAround to sift through numerous unqualified candidates. G2i's rigorous technical screening process ensured that only candidates with a validated technical baseline reached BatAround's team. This approach transformed hiring from a broad, time-consuming search into a focused decision-making process, allowing BatAround to evaluate candidates quickly and confidently. Through this partnership, BatAround successfully contracted 9 engineers from G2i's vetted pipeline. They achieved a reported ~90% success rate for the quality of engineers hired, a significant improvement over a typical 50% success rate without prior working relationships. This strategic hiring process also substantially reduced leadership time spent on candidate screening and minimized disruption through efficient transitions and rapid backfills.
Project Details

Shopmonkey
Shopmonkey, a cloud-based auto repair shop management platform, needed to rapidly scale its engineering team after an 18-month codebase rewrite. The company aimed to fix bugs and stabilize the platform but faced challenges in hiring top-tier engineers quickly due to high standards and tight timelines. They also struggled with geographic flexibility across the U.S., Canada, and Latin America, alongside the logistical complexities of secure laptop distribution and compliance. Internal bandwidth was insufficient to manage the demanding hiring process efficiently. G2i implemented a precision hiring and seamless process to address Shopmonkey's needs. They delivered engineer profiles, complete with 45-minute technical interview recordings, within 48 hours for immediate review. This allowed Shopmonkey's engineering managers to evaluate candidates efficiently, saving over 60 engineering hours in screening. The process facilitated lightning-fast onboarding, with the first four engineers contributing their initial Pull Requests within 15 days, 6 hours, and 55 minutes of the initial call. The partnership resulted in 20 engineers being hired in record time, significantly accelerating Shopmonkey's scaling efforts. The company saved one full month of engineering time by eliminating manual resume reviews and unnecessary interviews. G2i engineers made a substantial impact, delivering 443 Pull Requests within the third quarter alone. Onboarding time was dramatically reduced to 1.5 days, allowing engineers to contribute almost immediately. This collaboration also saw engineers delivering PRs within 7 days of their first interview, leading to a noticeable improvement in engineering quality and a shift in customer complaints towards minor UX issues.
Project Details
The enterprise platform for on-demand tech talent and human + AI orchestration




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Deel provides a platform to hire, manage, pay, and equip workers across locations, combining global payroll, HR/HRIS, compliance, and related services like immigration and IT device management.




Human Cloud Verification ensures that the listed end customer is verified. It's used across kudos, customers, and business cases, and performed by Human Cloud. Think about it like a background check.



Full service creative production company helping brands maximise the impact of their marketing content




Human Cloud Verification ensures that the listed end customer is verified. It's used across kudos, customers, and business cases, and performed by Human Cloud. Think about it like a background check.