Entry Point AI vs. evalship Comparison


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About Entry Point AI is the modern AI optimization platform for proprietary and open source language models. Manage prompts, fine-tunes, and evals all in one place. When you reach the limits of prompt engineering, it’s time to fine-tune a model, and we make it easy. Fine-tuning is showing a model how to behave, not telling. It works together with prompt engineering and retrieval-augmented generation (RAG) to leverage the full potential of AI models. Fine-tuning can help you to get better quality from your prompts. Think of it like an upgrade to few-shot learning that bakes the examples into the model itself. For simpler tasks, you can train a lighter model to perform at or above the level of a higher-quality model, greatly reducing latency and cost. Train your model not to respond in certain ways to users, for safety, to protect your brand, and to get the formatting right. Cover edge cases and steer model behavior by adding examples to your dataset.	About evalship helps engineering teams test LLM-powered software with a review of their evals at setup and a report on every pull request. The review checks scorers, judges and prompts for flaws, such as a judge that scores 1.0 when its call fails, and gives each flaw a fix with code references. Setup is a prompt for your coding agent: it configures GitHub Actions and opens a setup pull request. On later pull requests, evalship compares results with the default branch, reports the evals a change really broke and the likely cause, sets flaky evals aside, and flags changed prompts or LLM calls that no eval exercises. Its check can block a merge that breaks an eval. It reads results from pytest, Vitest, Jest, promptfoo, Langfuse, Braintrust and LangSmith, with no SDK to add. Evals run in the customer's own GitHub Actions with their own model API keys; evalship only reads the results. Teams get a dashboard with each eval's history and a weekly report by email. Public repositories are free.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Anyone requiring an AI optimization solution to turn their prompts into fine-tuned models	Audience Engineering teams and founders shipping LLM features on GitHub.
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Not Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing $49 per month Free Version Not Supported Free Trial Not Supported	Pricing $19/month Free for all public repositories, plus 1 private repository with 1 user. Team is $19/month (3 users, 2 private repositories), Pro $49/month (10 users, 5 private repositories) and Business $199/month (50 users, 25 private repositories). Yearly billing gets 2 months free. Paid plans come with a 7-day free trial. Free Version Supported Free Trial Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Entry Point AI www.entrypointai.com	Company Information Garm Tech B.V. Founded: 2026 Netherlands evalship.com
Alternatives FinetuneDB	Alternatives DeepEval Confident AI
Dynamiq	Langfuse
Together AI	Galileo Cisco
Humanloop	LayerLens
Klu View All	Maxim View All
Categories AI Development Supported AI Fine-Tuning Supported AI Tools Supported ML Model Management Supported Prompt Engineering Supported Prompt Management Supported Retrieval-Augmented Generation (RAG) Supported	Categories LLM Evaluation Supported

Integrations Braintrust Not Supported Claude Supported GPT-3.5 Supported Gemini 1.5 Flash Supported Gemini 1.5 Pro Supported Gemini 2.0 Supported Gemini 2.0 Flash Supported Gemini Enterprise Supported Gemini Nano Supported Google Sheets Supported Groq Supported Jest Not Supported Jurassic-1 Supported LangSmith Not Supported Llama Supported Llama 2 Supported Llama 3 Supported Llama 3.1 Supported Llama 3.2 Supported promptfoo Not Supported Show More Integrations View All 26 Integrations	Integrations Braintrust Supported Claude Not Supported GPT-3.5 Not Supported Gemini 1.5 Flash Not Supported Gemini 1.5 Pro Not Supported Gemini 2.0 Not Supported Gemini 2.0 Flash Not Supported Gemini Enterprise Not Supported Gemini Nano Not Supported Google Sheets Not Supported Groq Not Supported Jest Supported Jurassic-1 Not Supported LangSmith Supported Llama Not Supported Llama 2 Not Supported Llama 3 Not Supported Llama 3.1 Not Supported Llama 3.2 Not Supported promptfoo Supported Show More Integrations View All 8 Integrations
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