Codeaid records 2,647 monthly visits with -36% month-over-month growth and Freemium pricing. Gemini 4 Carbon (Gemini Carbon 4) records 4,339,429 monthly visits with +12.7% growth and Freemium pricing.
Coding assessments built for AI and ML engineers
Google DeepMind's #1 frontier AI model (Gemini Carbon 4) for long-horizon agentic coding, cybersecurity defense, and 1M-token multimodal reasoning.
| Dimension / Metric | | |
|---|---|---|
| Official Domain | codeaid.io | deepmind.google |
| Pricing Model | Freemium | Freemium |
| Monthly Visits | 2.65K (2,647) | 4.34M (4,339,429) |
| MoM Traffic Delta | -1.49K (-36%) | +489.77K (+12.7%) |
| Primary Market & Share | 🇺🇸 United States (94.1%) | 🇺🇸 United States (23%) |
| Direct Visits / mo | 1.04K | 899.12K |
| User Rating | 4.1 | 4.8 |
| Supported Platforms | Website | Website, API |
Coding assessments built for AI and ML engineers
Challenges are generated per domain rather than pulled from a generic pool, covering deep learning, generative AI, NLP and computer vision alongside traditional ML.
The AI Interviewer helps create tailored assessments from expert-designed templates or from scratch, adjusting difficulty and scope in minutes.
Candidates work in interactive notebooks or containerised environments, so the test reflects how AI work is actually done rather than a whiteboard puzzle.
Submitted work is analysed automatically, with scoring on model accuracy and code quality, producing structured evaluation results.
Google DeepMind's #1 frontier AI model (Gemini Carbon 4) for long-horizon agentic coding, cybersecurity defense, and 1M-token multimodal reasoning.
Leads overall frontier intelligence across HLE-Diamond, Terminal-Bench-Science (64.8%), AA-Omniscience, and AutomationBench-AA, scoring 9 points higher than Gemini 4 Argon at comparable per-task cost ($7.76).
State-of-the-art autonomous vulnerability discovery (88.2% SEC-bench Pro), exploit validation (54.8% ExploitGym), and root-cause patching (71.0% CWE-bench), generating 2x more secure code than Argon.
Persists for days through dead ends and complex tool-call loops across large codebases and low-level systems, scoring 65.2% on Terminal-Bench 4.0 and 1768 Elo (#4, +89 Elo) on WebDev Arena.
Processes text, code, images, audio, speech, and video within a 1-million-token context window, achieving 96.2% F1 on 256K–1M GraphWalks and 72.5% on Chartography.
Free / Open-sourceHighly efficient reasoning models with exceptionally low API pricing, but offers less specialized multimodal agentic tooling.
Free / Open-sourceHighly efficient reasoning models with exceptionally low API pricing, but offers less specialized multimodal agentic tooling.
Industry-standard proprietary frontier models with powerful developer APIs, but lacks Google's native massive context window.
Industry-standard proprietary frontier models with powerful developer APIs, but lacks Google's native massive context window.
Free / Open-sourcePowerful open-weight multimodal models with strong multilingual support, but requires self-hosting or third-party inference.
Free / Open-sourcePowerful open-weight multimodal models with strong multilingual support, but requires self-hosting or third-party inference.
Unified API gateway offering access to hundreds of models, but lacks a single native frontier model.
Unified API gateway offering access to hundreds of models, but lacks a single native frontier model.
AI-powered talent marketplace connecting experts with frontier AI work
The agent recruits, you manage talent
SpecialistZhipu AI's robust GLM language and multimodal APIs, but with less global developer ecosystem support.
SpecialistZhipu AI's robust GLM language and multimodal APIs, but with less global developer ecosystem support.
Free / Open-sourceLightweight open-weights models from Google for local deployment, but less capable than frontier closed models.
Free / Open-sourceLightweight open-weights models from Google for local deployment, but less capable than frontier closed models.
Serverless inference for open-source models with high-performance GPU clusters, but requires managing your own model weights.
Serverless inference for open-source models with high-performance GPU clusters, but requires managing your own model weights.
SpecialistComprehensive multimodal foundation model family from Tencent, but primarily targeted at Asian enterprise markets.
SpecialistComprehensive multimodal foundation model family from Tencent, but primarily targeted at Asian enterprise markets.
Agentic skills intelligence for hiring, developing, and planning talent
Skills-based hiring platform for technical interviews, assessments and live coding
Skills-based hiring platform for technical interviews, assessments and live coding
