--- title: "Human Data | #1 Independent Partner Focused on Code" description: Get high-quality code annotation, without the conflicts of interest. End-to-end labeling at scale, from talent recruitment to workflow design. image: https://humandata.revelo.com/hubfs/Switch%20Sharing%20Image.png --- # INDEPENDENT, FULLY-MANAGED CODE HUMAN DATA   Get high-quality human data to improve your model's code generation, without the conflicts of interest. Switch to the partner that provides end-to-end code labeling at scale, from elite talent recruitment to expert workflow design to secure data delivery. - **Code-only specialization** - **Fully-managed, end-to-end services** - **Secure, code-focused tooling** - **Experienced partner of leading hyperscalers** [Get in touch ](https://hire-talent.revelo.com/?main_need=human_data_for_llm_training) ![LLM Hero Image 2](https://humandata.revelo.com/hubfs/LLM%20Hero%20Image%202.svg) ##### Improving coding capabilities for the world's leading models ![AWS](https://humandata.revelo.com/hs-fs/hubfs/aws-cropped.png?width=64&height=40&name=aws-cropped.png) ![Meta-Logo-Cropped](https://humandata.revelo.com/hs-fs/hubfs/Meta-Logo-Cropped.png?width=122&height=27&name=Meta-Logo-Cropped.png) ![Gemini](https://humandata.revelo.com/hs-fs/hubfs/Gemini-cropped.png?width=100&height=37&name=Gemini-cropped.png) ![openai-white-lockup](https://humandata.revelo.com/hs-fs/hubfs/openai-white-lockup.png?width=136&height=37&name=openai-white-lockup.png) ![anthropic-text](https://humandata.revelo.com/hs-fs/hubfs/anthropic-text.png?width=167&height=22&name=anthropic-text.png) ##### Improving coding capabilities for the world's leading models ![AWS](https://humandata.revelo.com/hs-fs/hubfs/aws-cropped.png?width=64&height=40&name=aws-cropped.png) ![Meta-Logo-Cropped](https://humandata.revelo.com/hs-fs/hubfs/Meta-Logo-Cropped.png?width=122&height=27&name=Meta-Logo-Cropped.png) ![Gemini](https://humandata.revelo.com/hs-fs/hubfs/Gemini-cropped.png?width=100&height=37&name=Gemini-cropped.png) ![openai-white-lockup](https://humandata.revelo.com/hs-fs/hubfs/openai-white-lockup.png?width=136&height=37&name=openai-white-lockup.png) ![anthropic-text](https://humandata.revelo.com/hs-fs/hubfs/anthropic-text.png?width=167&height=22&name=anthropic-text.png) ## **EXPERT EXECUTION.** ## **END-TO-END DELIVERY.**   You get code annotation that’s designed, staffed, and delivered by a partner that knows how to run complex technical projects—not just source talent. ![LMM TABLE](https://humandata.revelo.com/hs-fs/hubfs/LMM%20TABLE.png?width=1346&height=543&name=LMM%20TABLE.png) [Get in touch ](http://hire-talent.revelo.com/?main_need=human_data_for_llm_training) Revelo isn't just a staffing agency turned data labeler; they're a true thought partner, providing the insights and guidance needed for extremely complex projects. We were able to make dramatic improvements to our model's code generation in weeks.   **![Green Eyed CTO 2](https://humandata.revelo.com/hs-fs/hubfs/Green%20Eyed%20CTO%202.png?width=47&height=52&name=Green%20Eyed%20CTO%202.png)** **Rafael "Green Eyes" Timbó** CTO, Revelo Revelo isn't just a staffing agency turned data labeler; they're a true thought partner, providing the insights and guidance needed for extremely complex projects. We were able to make dramatic improvements to our model's code generation in weeks.   **![Green Eyed CTO 2](https://humandata.revelo.com/hs-fs/hubfs/Green%20Eyed%20CTO%202.png?width=47&height=52&name=Green%20Eyed%20CTO%202.png)** **Rafael "Green Eyes" Timbó** CTO, Revelo #### "Revelo isn't just a staffing agency-turned-data labeler; they're a true thought partner, providing the insights and guidance needed for extremely complex projects. We were able to make dramatic improvements to our model's code generation in weeks."   **Head of Human Data** Leading Frontier LLM Company ## READY-TO-RUN CODE ANNOTATION   With a proprietary talent network of 400K elite devs, we start fast with code specialists and infrastructure built for delivery. Whether you need trace collection, eval workflows, or custom interfaces, we staff and manage everything—so you don’t have to. [Get in touch ](http://hire-talent.revelo.com/?main_need=human_data_for_llm_training) ![On Demand Scale](https://humandata.revelo.com/hubfs/On%20Demand%20Scale.avif) ![End To End Project Managament-1](https://humandata.revelo.com/hubfs/End%20To%20End%20Project%20Managament-1.svg) ## SCALE WITHOUT COMPROMISE   Revelo lets you scale code data programs rapidly—because top engineers are already in place, and operational systems are already running. You get the volume you need, with none of the coordination overhead. [Get in touch ](http://hire-talent.revelo.com/?main_need=human_data_for_llm_training) ## DATA GOVERNANCE, YOUR WAY   We adapt to your workflow—whether you want us in your platform or using our tools, it's up to you. Most teams choose native integration to keep data secure and close, but we're fully flexible and follow your protocols either way. [Get in touch ](http://hire-talent.revelo.com/?main_need=human_data_for_llm_training) ![Code-Specific Tooling](https://humandata.revelo.com/hubfs/Data%20Governance%20Your%20Way.svg) ### REAL RESULTS FOR HYPERSCALERS **AGENTIC TRAINING BREAKTHROUGH** #### Advanced LLM agentic capabilities with reasoning-rich full-tracing data   ✓ Co-designed custom workflows for specialty code collections ✓ Captured traces boosting SWE-bench benchmarks ✓ Scaled niche evals with vetted code experts #### **10X** Collection Velocity #### 48% Reduction in AHT #### **20%** Quality Score Improvement #### **210+** Experts Activated [READ THE FULL CASE STUDY ](https://humandata.revelo.com/case-study/scaling-agentic-ai-performance-with-full-trace-data?hsLang=en) **UI GENERATION BREAKTHROUGH** #### Solving Subjective Quality in AI-Generated Design   ✓ Made subjective quality measurable ✓ Redesigned workflow to frontload design validation ✓ Scaled elite React/TypeScript teams for aesthetic excellence #### **76%** Approval Rate Increase #### 32% Reduction in AHT #### 4.7X Output Growth #### **94%** Final Quality Score [READ THE FULL CASE STUDY ](https://humandata.revelo.com/case-studies/improving-ai-generated-design/?hsLang=en) **EVALUATION EXCELLENCE** #### Scaling Multi-Modal Code Evals with Automated Rubrics   ✓ Built automatable rubrics for subjective code quality ✓ Enabled head-to-head benchmarking across 7 models ✓ Mobilized experts across 100+ languages and frameworks #### **1,000** Tasks Completed #### 8 Days to Full Scale #### 25 Parallel Queues #### **100+** Languages Covered [READ THE FULL CASE STUDY ](https://humandata.revelo.com/case-study/scaling-multi-modal-code-evals?hsLang=en) [Get in touch ](http://hire-talent.revelo.com/?main_need=human_data_for_llm_training) ### FREQUENTLY ASKED QUESTIONS - [How fast can we start? ](https://humandata.revelo.com#) The short answer: fast. Most projects launch in 2 days, and initial samples are typically ready in under 72 hours depending on the complexity. We work with your current data formats and processes, so you don't need to change anything. - [Can your developers work on our tooling? ](https://humandata.revelo.com#) Yes. If you prefer, we provide both API access and custom integrations. We can plug into your existing workflow whether you're using a third party platform or you own proprietary platform. - [Can we pilot with a small batch first? ](https://humandata.revelo.com#) Yes! Most clients start with a pilot project—usually a few hundred evaluations across different problem types. This lets us calibrate our process to your needs and demonstrate our quality before scaling up. - [How do you handle data quality issues? ](https://humandata.revelo.com#) Data quality is the most important issue that we focus on. To have a detailed conversation about our processes and systems we use to ensure high-quality data, get in touch with our team.Can we pilot with a small batch first?Yes! Most clients start with a pilot project—usually a few hundred evaluations across different problem types. This lets us calibrate our process to your needs and demonstrate our quality before scaling up. - [How involved do we need to be in the process? ](https://humandata.revelo.com#) As much or as little as you want. Some clients are hands-off and just want the data, others want to deeply collaborate on evaluation criteria. We're flexible—though we do recommend initial calibration sessions to align on quality standards. - [How quickly can you scale up? ](https://humandata.revelo.com#) Our technology allows us to scale up and down extremely quickly. We can typically spin up new evaluation capacity within 48 hours, and can onboard hundreds of new developers to your project every week. - [What languages/frameworks can you handle? ](https://humandata.revelo.com#) Our network of 400,000+ experienced engineers includes experts in every coding language that exists. ### TRAIN YOUR LLM WITH AN INDEPENDENT PARTNER FOCUSED ON CODE GENERATION   [Get in touch ](http://hire-talent.revelo.com/?main_need=human_data_for_llm_training)