# AI tools for “Software evaluation” 189 matching tools; showing 24, ranked by relevance. Filters: `group=coding-development` | # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Why it matched | Profile (Markdown) | | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | | 1 | [Prolific](https://openaitools.app/tool/prolific-com) | 18,697,671 | -1.8% | Paid | High-quality human data for AI training, evaluation, and research | keywords 100%; semantic match | [.md](https://openaitools.app/tool/prolific-com.md) | | 2 | [Label Studio](https://openaitools.app/tool/label-studio) | 137,199 | -16.1% | Contact for Pricing, Free | Label any data. Evaluate any AI. | keywords 100%; semantic match | [.md](https://openaitools.app/tool/label-studio.md) | | 3 | [Arize AI](https://openaitools.app/tool/arize-com) | 249,028 | +3.2% | Paid, Contact for Pricing | Agent observability, evaluation, and continuous improvement for production AI | keywords 100%; semantic match | [.md](https://openaitools.app/tool/arize-com.md) | | 4 | [Maxim AI](https://openaitools.app/tool/maxim-ai) | 121,351 | +10% | Contact for Pricing, Free Open Source | Evaluate, monitor, and govern your AI applications in production | keywords 100%; semantic match | [.md](https://openaitools.app/tool/maxim-ai.md) | | 5 | [Weights & Biases (CoreWeave Forge)](https://openaitools.app/tool/prompts) | 315,624 | -80.2% | Freemium, Contact for Pricing, Free | Track, evaluate, and ship AI models and agents in one connected environment. | keywords 100%; semantic match | [.md](https://openaitools.app/tool/prompts.md) | | 6 | [Future AGI](https://openaitools.app/tool/future-agi) | 121,741 | -7.8% | Freemium, Usage-based | Build, simulate, evaluate and monitor self-improving AI agents | keywords 100%; semantic match | [.md](https://openaitools.app/tool/future-agi.md) | | 7 | [Confident AI](https://openaitools.app/tool/confident-ai) | 83,400 | -3.3% | Freemium, Paid, Contact for Pricing | Standardize LLM evaluation, observability, and red teaming across your whole org | keywords 100%; semantic match | [.md](https://openaitools.app/tool/confident-ai.md) | | 8 | [Klu](https://openaitools.app/tool/klu-ai-public-beta) | 30,504 | +44.3% | Freemium, Free Trial, Paid, Contact for Pricing | Evaluate every frontier model against your own workflows | keywords 100%; semantic match | [.md](https://openaitools.app/tool/klu-ai-public-beta.md) | | 9 | [PromptLayer](https://openaitools.app/tool/promptlayer) | 85,899 | -4.6% | Free Trial, Contact for Pricing | The collaboration layer for AI engineering teams | keywords 100%; semantic match | [.md](https://openaitools.app/tool/promptlayer.md) | | 10 | [Coarena by Coasty](https://openaitools.app/tool/coarena-by-coasty) | 59,004 | -33.5% | Free | Benchmark computer- and phone-use AI agents with blind head-to-head battles | keywords 100%; semantic match | [.md](https://openaitools.app/tool/coarena-by-coasty.md) | | 11 | [Outlier AI](https://openaitools.app/tool/outlier-ai) | 10,372,036 | +7.6% | Paid | Get paid to train the next generation of AI models | keywords 100% | [.md](https://openaitools.app/tool/outlier-ai.md) | | 12 | [Prolific](https://openaitools.app/tool/prolific-co) | 77,755 | -24% | Paid | Real human data for AI training, evals, and research — in minutes | keywords 100%; semantic match | [.md](https://openaitools.app/tool/prolific-co.md) | | 13 | [Agenta](https://openaitools.app/tool/agenta) | 45,760 | +29.5% | Freemium | Open-source workspace for building, evaluating and shipping AI agents | keywords 100%; semantic match | [.md](https://openaitools.app/tool/agenta.md) | | 14 | [LangWatch](https://openaitools.app/tool/langwatch) | 52,098 | +73% | Contact for Pricing | Agent observability, evals and governance for AI platform teams | keywords 100%; semantic match | [.md](https://openaitools.app/tool/langwatch.md) | | 15 | [Code Arena](https://openaitools.app/tool/code-arena) | 35,827,928 | +19.4% | Free | Battle-test AI coding models side by side | keywords 100%; semantic match | [.md](https://openaitools.app/tool/code-arena.md) | | 16 | [AgentX](https://openaitools.app/tool/agentx) | 35,826 | -11.8% | Freemium | Enterprise platform for building, evaluating and shipping AI agents | keywords 100%; semantic match | [.md](https://openaitools.app/tool/agentx.md) | | 17 | [mpathic AI](https://openaitools.app/tool/mpathic-ai) | 6,774 | -8.6% | Contact for Pricing | Clinician-led AI safety evaluation and psychosocial risk benchmarking | keywords 100%; semantic match | [.md](https://openaitools.app/tool/mpathic-ai.md) | | 18 | [Langtail](https://openaitools.app/tool/langtail) | 4,213 | +10% | Freemium, Paid | Prompt management, evaluation, and guardrails for production LLM apps | keywords 100%; semantic match | [.md](https://openaitools.app/tool/langtail.md) | | 19 | [Scorecard](https://openaitools.app/tool/scorecard) | 6,344 | +8.2% | Freemium | The simulation platform for agent self-improvement | keywords 100%; semantic match | [.md](https://openaitools.app/tool/scorecard.md) | | 20 | [honeyhive.ai](https://openaitools.app/tool/honeyhive-ai) | 8,835 | -52.5% | Freemium, Contact for Pricing | Observe, evaluate and monitor AI agents in production | keywords 100%; semantic match | [.md](https://openaitools.app/tool/honeyhive-ai.md) | | 21 | [Athina AI](https://openaitools.app/tool/athina-ai) | 6,917 | +21.3% | Freemium, Contact for Pricing | Collaborative platform to build, test, and monitor LLM features | keywords 100%; semantic match | [.md](https://openaitools.app/tool/athina-ai.md) | | 22 | [BotGauge](https://openaitools.app/tool/botgauge) | 7,605 | -56.6% | Free Trial, Contact for Pricing | AI agent red-teaming, evaluation, and monitoring platform | keywords 100%; semantic match | [.md](https://openaitools.app/tool/botgauge.md) | | 23 | [Scale](https://openaitools.app/tool/scale) | 616,915 | +12.5% | Contact for Pricing | The data, evaluations and systems behind AI that has to be right. | keywords 100% | [.md](https://openaitools.app/tool/scale.md) | | 24 | [Appen](https://openaitools.app/tool/appen-com) | 665,840 | +0.2% | Contact for Pricing | Human-validated training data and evaluation services for frontier AI models | keywords 100% | [.md](https://openaitools.app/tool/appen-com.md) | Page 1 of 8 · [Next page →](https://openaitools.app/index.md?q=Software+evaluation&group=coding-development&page=2) For programmatic access use `https://openaitools.app/api/tools?q=…` or MCP `https://openaitools.app/api/mcp`. --- Source: https://openaitools.app/?q=Software%20evaluation More Markdown: [Categories](https://openaitools.app/categories.md) · [Traffic rankings](https://openaitools.app/rankings.md) · [llms.txt](https://openaitools.app/llms.txt)