Best Prompt Management Tools

Google AI Studio

Google

Prompt management in Google AI Studio helps businesses organize and optimize the prompts they use to interact with AI models. The platform allows users to store, categorize, and refine prompts, ensuring that the AI models consistently produce the desired outputs. By using prompt management tools, businesses can streamline the process of interacting with AI systems and ensure that all stakeholders have access to well-designed prompts. This improves efficiency, consistency, and scalability when deploying AI models across various applications.

4 Ratings

Starting Price: Free

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Langfuse

Langfuse is an open source LLM engineering platform to help teams collaboratively debug, analyze and iterate on their LLM Applications. Observability: Instrument your app and start ingesting traces to Langfuse Langfuse UI: Inspect and debug complex logs and user sessions Prompts: Manage, version and deploy prompts from within Langfuse Analytics: Track metrics (LLM cost, latency, quality) and gain insights from dashboards & data exports Evals: Collect and calculate scores for your LLM completions Experiments: Track and test app behavior before deploying a new version Why Langfuse? - Open source - Model and framework agnostic - Built for production - Incrementally adoptable - start with a single LLM call or integration, then expand to full tracing of complex chains/agents - Use GET API to build downstream use cases and export data

1 Rating

Starting Price: $29/month

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LangChain

LangChain is a powerful, composable framework designed for building, running, and managing applications powered by large language models (LLMs). It offers an array of tools for creating context-aware, reasoning applications, allowing businesses to leverage their own data and APIs to enhance functionality. LangChain’s suite includes LangGraph for orchestrating agent-driven workflows, and LangSmith for agent observability and performance management. Whether you're building prototypes or scaling full applications, LangChain offers the flexibility and tools needed to optimize the LLM lifecycle, with seamless integrations and fault-tolerant scalability.

1 Rating

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PromptPerfect

Welcome to PromptPerfect, a cutting-edge prompt optimizer designed for large language models (LLMs), large models (LMs) and LMOps. Finding the perfect prompt can be tough - it's the key for great AI-generated content. But don't worry, PromptPerfect has got you covered! Our cutting-edge tool streamlines prompt engineering, automatically optimizing your prompts for ChatGPT, GPT-3.5, DALLE, and StableDiffusion models. Whether you're a prompt engineer, content creator, or AI developer, PromptPerfect makes prompt optimization easy and accessible. With its intuitive interface and powerful features, PromptPerfect unlocks the full potential of LLMs and LMs, delivering top-quality results every time. Say goodbye to subpar AI-generated content and hello to prompt perfection with PromptPerfect!

Starting Price: $9.99 per month

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PromptLayer

The first platform built for prompt engineers. Log OpenAI requests, search usage history, track performance, and visually manage prompt templates. manage Never forget that one good prompt. GPT in prod, done right. Trusted by over 1,000 engineers to version prompts and monitor API usage. Start using your prompts in production. To get started, create an account by clicking “log in” on PromptLayer. Once logged in, click the button to create an API key and save this in a secure location. After making your first few requests, you should be able to see them in the PromptLayer dashboard! You can use PromptLayer with LangChain. LangChain is a popular Python library aimed at assisting in the development of LLM applications. It provides a lot of helpful features like chains, agents, and memory. Right now, the primary way to access PromptLayer is through our Python wrapper library that can be installed with pip.

Starting Price: Free

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Promptitude

The easiest & fastest way to integrate GPT into your apps & workflows. Make your SaaS & mobile apps stand out with the power of GPT, Develop, test, manage, and improve all your prompts in one place. Then integrate with one simple API call, no matter which provider. Gain new users for your SaaS app, and wow existing ones by adding powerful GPT features like text generation, information extraction, etc. Be ready for production in less than a day thanks to Promptitude. Creating perfect, powerful GPT prompts is a work of art. With Promptitude, you can finally develop, test, and manage all your prompts in one place. And with a built-in end-user rating, improving your prompts is a breeze. Make your hosted GPT and NLP APIs available to a wide audience of SaaS & software developers. Boost API usage by empowering your users with easy-to-use prompt management by Promptitude. You can even mix and match different AI providers and models, saving costs by picking the smallest sufficient model.

Starting Price: $19 per month

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Athina AI

Athina is a collaborative AI development platform that enables teams to build, test, and monitor AI applications efficiently. It offers features such as prompt management, evaluation tools, dataset handling, and observability, all designed to streamline the development of reliable AI systems. Athina supports integration with various models and services, including custom models, and ensures data privacy through fine-grained access controls and self-hosted deployment options. The platform is SOC-2 Type 2 compliant, providing a secure environment for AI development. Athina's user-friendly interface allows both technical and non-technical team members to collaborate effectively, accelerating the deployment of AI features.

Starting Price: Free

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Prompt Mixer

Use Prompt Mixer to create prompts and chains. Combinе your chains with datasets and improve with AI. Develop a comprehensive set of test scenarios to assess various prompt and model pairings, determining the optimal combination for diverse use cases. Incorporate Prompt Mixer into your everyday tasks, from creating content to conducting R&D. Prompt Mixer can streamline your workflow and boost productivity. Use Prompt Mixer to efficiently create, assess, and deploy content generation models for various applications such as blog posts and emails. Use Prompt Mixer to extract or merge data in a completely secure manner and easily monitor it after deployment.

Starting Price: $29 per month

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PromptKnit

Professional prompt editors with GPT-4o, Claude 3 Opus, Gemini-1.5, and more models, function call simulation and more. Setup projects for different use cases with project members and settings. Different access control levels for each member, share and collaborate on prompts together. Multiple image inputs in each user message and individual detail parameter control. Easy to manipulate each message, function call schema editor and simulation of function call returns. Inline variables in your prompt, run and compare results with different variable groups simoutaniously. All sensitive data is encrypted using RSA-OAEP and AES-256-GCM in both transmission and storage. You never lose any edits on Knit, all edit history is saved and can be restored. Knit supports different kinds of models, including OpenAI, Claude, Azure OpenAI. And we are planning for supporting more. Nearly all API parameters can be set in the prompt editors. Find the best parameters for your prompts.

Starting Price: $7 per month

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BudgetML

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BudgetML is perfect for practitioners who would like to quickly deploy their models to an endpoint, but not waste a lot of time, money, and effort trying to figure out how to do this end-to-end. We built BudgetML because it's hard to find a simple way to get a model in production quickly and cheaply. Cloud functions are limited in memory and cost a lot at scale. Kubernetes clusters are overkill for one single model. Deploying from scratch involves learning too many different concepts like SSL certificate generation, Docker, REST, Uvicorn/Gunicorn, backend servers, etc., that are simply not within the scope of a typical data scientist. BudgetML is our answer to this challenge. It is supposed to be fast, easy, and developer-friendly. It is by no means meant to be used in a full-fledged production-ready setup. It is simply a means to get a server up and running as fast as possible with the lowest costs possible.

Starting Price: Free

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PromptGround

Simplify prompt edits, version control, and SDK integration in one place. No more scattered tools or waiting on deployments for changes. Explore features crafted to streamline your workflow and elevate prompt engineering. Manage your prompts and projects in a structured way, with tools designed to keep everything organized and accessible. Dynamically adapt your prompts to fit the context of your application, enhancing user experience with tailored interactions. Seamlessly incorporate prompt management into your current development environment with our user-friendly SDK, designed for minimal disruption and maximum efficiency. Leverage detailed analytics to understand prompt performance, user engagement, and areas for improvement, informed by concrete data. Invite team members to collaborate in a shared environment, where everyone can contribute, review, and refine prompts together. Control access and permissions within your team, ensuring members can work effectively.

Starting Price: $4.99 per month

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Prompt Studio

Prompt Studio makes prompting easy; test & validate generative AI use cases for your business, in a fraction of the time. Design reusable Al features and plug them into your app using our visual editor. We take care of integrations, hosting, and deployments. Finetune LLMs with your best examples to get even better results. No more waiting for developers to bring your automation to life. Collaborate with your teams on prompt development, prototyping, and testing. Integrate your AI tools into your applications and existing workflows using our SDK/REST API. Write a prompt, choose an LLM, run it, and get an output. Tweak AI settings and experiment easier, faster, and better. Save your AI tool to reuse anytime, share it, and keep stacking onto it. Prompt Studio is usable by people and machines. As software engineers, we know the demands of integrating LLMs into your projects. Prompt Studio is your fully managed AI backend.

Starting Price: €29 per month

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Prompt Attack

PromptAttack is a marketplace where you can purchase and sell high-quality prompts that generate optimal stunning results while also reducing your API expenses. At PromptAttack, we believe in the power of creativity, and we are proud to offer a wealth of resources to bring your ideas to life. We understand the importance of staying ahead of the curve in the fast-paced world of creative design, and we are always exploring new ways to bring you the latest and greatest in image prompts. Whether you're looking for the latest trends in design or simply need inspiration for your next project, we have everything you need to get started.

Starting Price: $2.99 one-time payment

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Prompteams

Develop and version control your prompts. Auto-generated API to retrieve prompts. Automatically run end-to-end LLM testing before making updates to your prompts on production. Let your industry specialists and engineers collaborate on the same platform. Let your industry specialists and prompt engineers test and iterate on the same platform without any programming knowledge. With our testing suite, you can create and run unlimited test cases to ensure the quality of your your your your your prompt. Check for hallucinations, issues, edge cases, and more. Our suite is the most complex of prompts. Use Git-like features to manage your prompts. Create a repository for each project, and create multiple branches to iterate on your prompts. Commit your changes and test them in a separate environment. Easily revert back to a previous version. With our real-time APIs, one single click, and your prompt is updated and live.

Starting Price: Free

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promptmate.io

Simply choose between ChatGPT, Mistral AI, Claude, Gemini, StabilityAI, Perplexity AI, and many others from the drop-down menu in our app. Build a multi-step AI workflow, combining as many AI systems as you want. Import data by uploading your CSV and export to CSV or Google Spreadsheet. With Zapier and promptmate.io, you can automate multi-step workflows, zapping your promptmate.io results from Socials to Activecampaign, from Gmail to Google Sheets, from Twitter to WordPress posts, and so on. Our team has been working tirelessly on bringing amazing templates to you. The use cases are endless, and the best place to start building your own apps is by exploring our public templates. You can also edit all templates and tailor them to your specific needs. Run bulk queries using just a CSV upload and solve advanced use cases by adding external data sources to your query. Promptmate is here to revolutionize your content journey.

Starting Price: €24 per month

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Agenta

Collaborate on prompts, evaluate, and monitor LLM apps with confidence. Agenta is a comprehensive platform that enables teams to quickly build robust LLM apps. Create a playground connected to your code where the whole team can experiment and collaborate. Systematically compare different prompts, models, and embeddings before going to production. Share a link to gather human feedback from the rest of the team. Agenta works out of the box with all frameworks (Langchain, Lama Index, etc.) and model providers (OpenAI, Cohere, Huggingface, self-hosted models, etc.). Gain visibility into your LLM app's costs, latency, and chain of calls. You have the option to create simple LLM apps directly from the UI. However, if you would like to write customized applications, you need to write code with Python. Agenta is model agnostic and works with all model providers and frameworks. The only limitation at present is that our SDK is available only in Python.

Starting Price: Free

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PromptDrive

PromptDrive helps teams adopt and use AI by bringing all your prompts, chats, and teammates into one workspace. Create prompts quickly with our web app. Link to a platform, select a folder, and add notes for context. You can even leave comments to help your team use and iterate on prompts. Run and collaborate on ChatGPT, Claude, and Gemini without ever leaving PromptDrive. Just add your API keys, choose your model, and start prompting. Iterate as you go to get the response you want. Organize your prompts however you want. Our prompt management tool has built-in search so you can find, copy, and execute prompts with a few clicks. Add variables to speed up your workflow for those repetitive prompts. We make it easy to share your prompts. Each folder and prompt has a unique URL that allows you to share your work with anyone publicly and privately. Use our extension to quickly find and use the prompts you need when you need them.

Starting Price: $10 per month

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16x Prompt

Manage source code context and generate optimized prompts. Ship with ChatGPT and Claude. 16x Prompt helps developers manage source code context and prompts to complete complex coding tasks on existing codebases. Enter your own API key to use APIs from OpenAI, Anthropic, Azure OpenAI, OpenRouter, or 3rd party services that offer OpenAI API compatibility, such as Ollama and OxyAPI. Using API avoids leaking your code to OpenAI or Anthropic training data. Compare the code output of different LLM models (for example, GPT-4o & Claude 3.5 Sonnet) side-by-side to see which one is the best for your use case. Craft and save your best prompts as task instructions or custom instructions to use across different tech stacks like Next.js, Python, and SQL. Fine-tune your prompt with various optimization settings to get the best results. Organize your source code context using workspaces to manage multiple repositories and projects in one place and switch between them easily.

Starting Price: $24 one-time payment

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Quartzite AI

Work on prompts with your team, share templates and data and manage all API costs on a single platform. Write complex prompts with ease, iterate, and compare the quality of outputs. Easily compose complex prompts in Quartzite's superior Markdown editor, save a draft, and submit it once ready. Improve your prompts by testing different variations and model settings. Save by switching to pay-per-usage GPT pricing and keep track of your spending in-app. Stop rewriting the same prompts over and over. Create your own template library, or use our default one. We're continually integrating the best models, allowing you to toggle them on or off based on your needs. Seamlessly fill templates with variables or import CSV data to generate multiple versions. Download your prompts and completions in various file formats for further use. Quartzite AI communicates directly with OpenAI, and your data is stored locally in your browser, ensuring your privacy.

Starting Price: $14.98 one-time payment

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Entry Point AI

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.

Starting Price: $49 per month

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Comet LLM

CometLLM is a tool to log and visualize your LLM prompts and chains. Use CometLLM to identify effective prompt strategies, streamline your troubleshooting, and ensure reproducible workflows. Log your prompts and responses, including prompt template, variables, timestamps and duration, and any metadata that you need. Visualize your prompts and responses in the UI. Log your chain execution down to the level of granularity that you need. Visualize your chain execution in the UI. Automatically tracks your prompts when using the OpenAI chat models. Track and analyze user feedback. Diff your prompts and chain execution in the UI. Comet LLM Projects have been designed to support you in performing smart analysis of your logged prompt engineering workflows. Each column header corresponds to a metadata attribute logged in the LLM project, so the exact list of the displayed default headers can vary across projects.

Starting Price: Free

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ManagePrompt

Unleash your AI dream project in hours, not months. Imagine, this electrifying message was crafted by AI and beamed directly to you; welcome to a live demo experience like no other. With us, forget the hassle of rate-limiting, authentication, analytics, spend management, and juggling multiple top-tier AI models. We've got it all under control, so you can zero in on creating the ultimate AI masterpiece. We provide the tools to help you build and deploy your AI projects faster. We take care of the infrastructure so you can focus on what you do best. Using our workflows, you can tweak prompts, update models, and deliver changes to your users instantly. Filter and control malicious requests with our security features such as single-use tokens and rate limiting. Use multiple models using the same API, models from OpenAI, Meta, Google, Mixtral, and Anthropic. Prices are per 1,000 tokens, you can think of tokens as pieces of words, where 1,000 tokens are about 750 words.

Starting Price: $0.01 per 1K tokens per month

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HoneyHive

AI engineering doesn't have to be a black box. Get full visibility with tools for tracing, evaluation, prompt management, and more. HoneyHive is an AI observability and evaluation platform designed to assist teams in building reliable generative AI applications. It offers tools for evaluating, testing, and monitoring AI models, enabling engineers, product managers, and domain experts to collaborate effectively. Measure quality over large test suites to identify improvements and regressions with each iteration. Track usage, feedback, and quality at scale, facilitating the identification of issues and driving continuous improvements. HoneyHive supports integration with various model providers and frameworks, offering flexibility and scalability to meet diverse organizational needs. It is suitable for teams aiming to ensure the quality and performance of their AI agents, providing a unified platform for evaluation, monitoring, and prompt management.

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Orq.ai

Orq.ai is the #1 platform for software teams to operate agentic AI systems at scale. Optimize prompts, deploy use cases, and monitor performance, no blind spots, no vibe checks. Experiment with prompts and LLM configurations before moving to production. Evaluate agentic AI systems in offline environments. Roll out GenAI features to specific user groups with guardrails, data privacy safeguards, and advanced RAG pipelines. Visualize all events triggered by agents for fast debugging. Get granular control on cost, latency, and performance. Connect to your favorite AI models, or bring your own. Speed up your workflow with out-of-the-box components built for agentic AI systems. Manage core stages of the LLM app lifecycle in one central platform. Self-hosted or hybrid deployment with SOC 2 and GDPR compliance for enterprise security.

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Markprompt

Handle more support volume by giving your team AI superpowers instead of increasing headcount. Markprompt fits in at all touch points in the agent and customer journey. Bring customer support to the next level by deeply integrating it into your product and across touch points. With our REST APIs, JavaScript libraries, and headless React components, you can build customer support as an integral part of the user experience. Give your customer support team the tools they need to automate the mundane, so they can focus on what matters, delighting customers. Configure the instructions, behavior, and design of your chatbots and agent apps, and experiment with them in a playground environment before deploying. Learn how your customers and agents interact with your AI apps to spot deficiencies in your knowledge and address them.

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Promptchains

Promptchains.ai is a revolutionary visual builder for AI workflows, designed to unlock the elusive potential of AI through the art of prompt chaining. Promptchains is designed with a singular, ambitious goal: to make the power of AI accessible, predictable, and reliable for businesses aiming to achieve human-level outputs. It allows you to combine AI prompts and other tools into workflows which you can dial in, save, reuse and share. Instead of going back and forth every time you need something specific, you dial it in, get it perfect and then reuse it as often as you want. It is about moving beyond the novelty of AI interactions to create solutions that could stand shoulder-to-shoulder with the work of skilled human employees. Promptchains offers a growing marketplace of pre-made workflows to use in your projects. These workflows are created by experts and are designed to be ready for use out of the box. Each is completely extendable and customizable to fit your needs.

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PromptHub

Test, collaborate, version, and deploy prompts, from a single place, with PromptHub. Put an end to continuous copy and pasting and utilize variables to simplify prompt creation. Say goodbye to spreadsheets, and easily compare outputs side-by-side when tweaking prompts. Bring your datasets and test prompts at scale with batch testing. Make sure your prompts are consistent by testing with different models, variables, and parameters. Stream two conversations and test different models, system messages, or chat templates. Commit prompts, create branches, and collaborate seamlessly. We detect prompt changes, so you can focus on outputs. Review changes as a team, approve new versions, and keep everyone on the same page. Easily monitor requests, costs, and latencies. PromptHub makes it easy to test, version, and collaborate on prompts with your team. Our GitHub-style versioning and collaboration makes it easy to iterate your prompts with your team, and store them in one place.

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Literal AI

Literal AI is a collaborative platform designed to assist engineering and product teams in developing production-grade Large Language Model (LLM) applications. It offers a suite of tools for observability, evaluation, and analytics, enabling efficient tracking, optimization, and integration of prompt versions. Key features include multimodal logging, encompassing vision, audio, and video, prompt management with versioning and AB testing capabilities, and a prompt playground for testing multiple LLM providers and configurations. Literal AI integrates seamlessly with various LLM providers and AI frameworks, such as OpenAI, LangChain, and LlamaIndex, and provides SDKs in Python and TypeScript for easy instrumentation of code. The platform also supports the creation of experiments against datasets, facilitating continuous improvement and preventing regressions in LLM applications.

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Compare the Top Prompt Management Tools as of May 2025

What are Prompt Management Tools?

Google AI Studio

Langfuse

LangChain

PromptPerfect

PromptLayer

Promptitude

Athina AI

Prompt Mixer

PromptKnit

BudgetML

PromptGround

Prompt Studio

Prompt Attack

Prompteams

promptmate.io

Agenta

PromptDrive

16x Prompt

Quartzite AI

Entry Point AI

Comet LLM

ManagePrompt

HoneyHive

Orq.ai

Markprompt

Promptchains

PromptHub

Literal AI

Best Prompt Management Tools

Compare the Top Prompt Management Tools as of May 2025

What are Prompt Management Tools?

Google AI Studio

Langfuse

LangChain

PromptPerfect

PromptLayer

Promptitude

Athina AI

Prompt Mixer

PromptKnit

BudgetML

PromptGround

Prompt Studio

Prompt Attack

Prompteams

promptmate.io

Agenta

PromptDrive

16x Prompt

Quartzite AI

Entry Point AI

Comet LLM

ManagePrompt

HoneyHive

Orq.ai

Markprompt

Promptchains

PromptHub

Literal AI

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