Alternatives to evalship
Compare evalship alternatives for your business or organization using the curated list below. SourceForge ranks the best alternatives to evalship in 2026. Compare features, ratings, user reviews, pricing, and more from evalship competitors and alternatives in order to make an informed decision for your business.
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1
DeepEval
Confident AI
DeepEval is a simple-to-use, open source LLM evaluation framework, for evaluating and testing large-language model systems. It is similar to Pytest but specialized for unit testing LLM outputs. DeepEval incorporates the latest research to evaluate LLM outputs based on metrics such as G-Eval, hallucination, answer relevancy, RAGAS, etc., which uses LLMs and various other NLP models that run locally on your machine for evaluation. Whether your application is implemented via RAG or fine-tuning, LangChain, or LlamaIndex, DeepEval has you covered. With it, you can easily determine the optimal hyperparameters to improve your RAG pipeline, prevent prompt drifting, or even transition from OpenAI to hosting your own Llama2 with confidence. The framework supports synthetic dataset generation with advanced evolution techniques and integrates seamlessly with popular frameworks, allowing for efficient benchmarking and optimization of LLM systems.Starting Price: Free -
2
Langfuse
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 dataStarting Price: $29/month -
3
Galileo
Cisco
Galileo is an AI observability and eval engineering platform that helps teams measure, protect, and improve AI systems in development and production. Now part of Cisco, the platform turns offline evaluations into production guardrails so teams can stop AI failures instead of only monitoring them. Galileo helps users build datasets from synthetic, development, and live production data, while capturing subject matter expert annotations as ground truth. The platform includes more than 20 out-of-the-box evals for RAG, agents, safety, security, and custom evaluation workflows. Its Luna models distill expensive LLM-as-judge evaluators into lower-cost, low-latency guardrails that can monitor production traffic. Built for enterprises and developers, Galileo helps teams debug failures, improve agent behavior, enforce AI policies, and ship AI applications with more confidence. -
4
Maxim
Maxim
Maxim is an agent simulation, evaluation, and observability platform that empowers modern AI teams to deploy agents with quality, reliability, and speed. Maxim's end-to-end evaluation and data management stack covers every stage of the AI lifecycle, from prompt engineering to pre & post release testing and observability, data-set creation & management, and fine-tuning. Use Maxim to simulate and test your multi-turn workflows on a wide variety of scenarios and across different user personas before taking your application to production. Features: Agent Simulation Agent Evaluation Prompt Playground Logging/Tracing Workflows Custom Evaluators- AI, Programmatic and Statistical Dataset Curation Human-in-the-loop Use Case: Simulate and test AI agents Evals for agentic workflows: pre and post-release Tracing and debugging multi-agent workflows Real-time alerts on performance and quality Creating robust datasets for evals and fine-tuning Human-in-the-loop workflowsStarting Price: $29/seat/month -
5
LayerLens
LayerLens
LayerLens is an independent AI model evaluation platform for understanding how models perform through verified results across benchmarks, prompt-level results, agentic benchmarks, and audit-ready comparisons across vendors. It helps teams compare more than 200 AI models side by side, with transparent benchmarks, model comparison tools, and consistent evaluation methods for accuracy, latency, behavior, and real-world applicability. LayerLens is built for deep model analysis through Spaces, where teams can group benchmarks and evaluations, explore task strengths, and track performance patterns in context. It supports continuous evaluation by running ongoing evals across model versions, prompt changes, judge updates, and live traces, helping teams detect quality regressions, drift, silent failures, contamination, and policy issues before they affect production. -
6
Valid Eval
Valid Eval
Complex group deliberations don't have to be painful. Whether you're tasked with ranking hundreds of competing proposals, judging a dozen live pitches, or managing a multi-phase innovation program, there's an easier way. A better way. Valid Eval is an online evaluation system for organizations that make and defend tough decisions. It's a secure SaaS platform that works efficiently at virtually any scale so you can involve as many applicants, subjects, domain experts, and judges as it takes to do the job right. Combining best practices from the learning sciences and systems engineering, Valid Eval delivers defensible, data driven results and provides robust reporting tools that help you measure and monitor performance and demonstrate mission alignment. Best of all, it provides an unprecedented degree of transparency that promotes accountability and builds trust in the process. -
7
BiG EVAL
BiG EVAL
The BiG EVAL solution platform provides powerful software tools needed to assure and improve data quality during the whole lifecycle of information. BiG EVAL's data quality management and data testing software tools are based on the BiG EVAL platform - a comprehensive code base aimed for high performance and high flexibility data validation. All features provided were built by practical experience based on the cooperation with our customers. Assuring a high data quality during the whole life cycle of your data is a crucial part of your data governance and is very important to get the most business value out of your data. This is where the automation solution BiG EVAL DQM comes in and supports you in all tasks regarding data quality management. Ongoing quality checks validate your enterprise data continuously, provide a quality metric and supports you in solving the quality issues. BiG EVAL DTA lets you automate testing tasks in your data oriented project. -
8
20 Dollar Eval
SVI
With its user-friendly interface, 20 Dollar Eval provides easy-to-follow prompts and automated features, requiring no technical expertise to operate. 20 Dollar Eval is powered by SVI, an organizational development company that focuses on creating irresistible companies and extraordinary people. Over the years, SVI has launched thousands of performance reviews within some of the world’s largest and most complex organizations. You can rest comfortably knowing that, while the price is low, the system and industry expertise supporting it are proven to be best-in-class.Starting Price: $20 per review -
9
EvalFlow
EvalFlow
EvalFlow — Performance Management Software for Distributed SMB Teams. EvalFlow is an AI-native performance management platform designed for small and mid-sized businesses with distributed, field-based, and operations-driven workforces — the segment that enterprise tools like Lattice and 15Five systematically price out and underserve. EvalFlow brings together the full performance management cycle in a single platform: structured review cycles, continuous feedback, OKR and goal tracking with hierarchy and ownership, peer recognition, pulse surveys, 1:1 meeting management, and project and task tracking. The platform supports multi-entity team structures and is accessible in English, French, and Spanish — making it one of the only performance management tools with native Spanish-language support for US Hispanic SMB teams.Starting Price: $6/month/user -
10
iFixAi
iFixAi
iFixAi is an independent auditing platform for AI agents designed to test whether an agent does the job it was assigned, stays within its permissions, follows required workflows and approvals, respects organizational roles and boundaries, and produces behavior that can be reproduced and defended. It goes beyond observability, evals, and benchmarks by examining whether an agent can still expose confidential information, override decisions, misuse tools, or act without authorization even when standard checks look good. Its multifaceted audits cover more than 64 categories of AI misalignment across AI red teaming, operational assurance, philosophical, ethical, and sociological dimensions, including prompt injection, policy violations, tool invocation governance, principal fidelity, epistemic integrity, fairness governance, stakeholder conflict, influence, and systemic risk. Teams can connect agents through GitHub or MCP without first building a manual eval harness or embedding an SDK.Starting Price: Free -
11
EvalExpert
AlgoDriven
EvalExpert empowers dealerships by giving them the vehicle appraisal tools to make data-driven decisions about used cars. We offer a fully automated, single platform for vehicle appraisal, price guidance and analysis. Our industry leading data, partnered with proprietary algorithms; help reduce paperwork, eliminate mistakes of manual entry, improve productivity & provide great service to your customers. Using our propriety algorithms and industry leading data, EvalExpert streamlines the appraisal process with our easy to use, 3 step appraisal process - scan the vehicles registration or VIN, take photos, enter current information & condition details - done! EvalExpert’s Web Dashboard instantly syncs all your dealerships evaluations from any device. It provides overview statistics for the dealership and sales team with the most advanced reporting tools available in the market. -
12
eVal
eVal
eVal's free data and peer company analysis tools include historic valuation multiples, historical share price data, company financial information, and Valuation Multiples by Industry sector reports, for use in investment and business valuations. In addition to the provision of financial data and peer company analysis tools, eVal provides investment and company valuations. eVal offers expert business, investment, and company valuations based on our proprietary data-driven valuation software and platform. Our investment and business valuation service is tailored for valuation professionals, business owners, investors, and investment advisors. If you're a business owner and require a business valuation; or if you're an investor and require a private company valuation for your portfolio, please contact us directly regarding our business valuation service. Our outlier detection tool provides an overview of the peer group valuation multiples.Starting Price: Free -
13
Orbit Eval
Turning Point HR Solutions Ltd
Orbit Eval is part of the Orbit Software Suite and is analytical job evaluation software. Job evaluation is a consistent & systematic process for defining the relative size or ranking of jobs within an organisation, by applying a consistent set of criteria to job roles. Analytical schemes offer a higher degree of rigour and objectivity. They enable a systematic approach to be applied providing a rationale as to why jobs are ranked differently. Application of the same method throughout the evaluation ensures consistency while minimising subjectivity and gender bias Orbit Eval is easy to use, very transparent and ensures consistency. The tool has been designed to be ‘owned’ by the organisation & requires minimal amounts of training. . It is hosted in the cloud with access permission levels. You can also input your current paper based scheme into the web-based data storage facility in Orbit Eval© to accommodate various systems including: NJC, GLPC & others. -
14
Tapt Health
Tapt Health
Tapt Health completes your documentation while you treat. Leverage AI to better engage patients, expedite evals, and minimize after-hours documentation.Starting Price: $91/month/user -
15
Vizcab Eval
Vizcab
Vizcab Eval is the solution to allow you to produce reliable, robust building ACV studies and percussive in one minimum time. Import your DPGF-type measurements and your RSET in a few clicks. Complete your entry using our research panel by keyword. Automatically associate your components and make simple corrections with our alert system. View results globally or in batches in real-time in the form of tables and graphs and validate compliance with thresholds. Identify at a glance the most impactful cards of your project, and bring efficient optimizations. Choose the most virtuous products with our scoring system of FDES. Work together and exchange easily with our fashion collaborative. Export your results in the form of graphs, and study reports according to your needs. Recover one RSEE export from your study to Excel format. You import your data directly into Vizcab Eval, and your components are automatically associated with plugs. -
16
EvalsOne
EvalsOne
An intuitive yet comprehensive evaluation platform to iteratively optimize your AI-driven products. Streamline LLMOps workflow, build confidence, and gain a competitive edge. EvalsOne is your all-in-one toolbox for optimizing your application evaluation process. Imagine a Swiss Army knife for AI, equipped to tackle any evaluation scenario you throw its way. Suitable for crafting LLM prompts, fine-tuning RAG processes, and evaluating AI agents. Choose from rule-based or LLM-based approaches to automate the evaluation process. Integrate human evaluation seamlessly, leveraging the power of expert judgment. Applicable to all LLMOps stages from development to production environments. EvalsOne provides an intuitive process and interface, that empowers teams across the AI lifecycle, from developers to researchers and domain experts. Easily create evaluation runs and organize them in levels. Quickly iterate and perform in-depth analysis through forked runs. -
17
Martian
Martian
By using the best-performing model for each request, we can achieve higher performance than any single model. Martian outperforms GPT-4 across OpenAI's evals (open/evals). We turn opaque black boxes into interpretable representations. Our router is the first tool built on top of our model mapping method. We are developing many other applications of model mapping including turning transformers from indecipherable matrices into human-readable programs. If a company experiences an outage or high latency period, automatically reroute to other providers so your customers never experience any issues. Determine how much you could save by using the Martian Model Router with our interactive cost calculator. Input your number of users, tokens per session, and sessions per month, and specify your cost/quality tradeoff. -
18
Agnost AI
Agnost AI
Agnost AI is a product analytics platform for conversational agents that helps teams catch silent failures before users leave. It reads every agent conversation alongside its traces to show where the agent fails, where users get frustrated, what they are asking for, and where churn begins. Thousands of chats are automatically clustered into recurring problems and intents, ranked by impact and linked back to the exact conversations and traces behind each pattern. It detects hallucinations, broken promises, quality issues, policy violations, compliance problems, rising friction, and situations where a technical trace may show success even though the user did not get a useful result. Instead of stopping at dashboards, Agnost identifies the highest-impact fixes and provides supporting evidence, recommended changes, and evals needed to ship improvements safely. It can also generate self-improvement suggestions and open pull requests against system prompts, agent harnesses, etc.Starting Price: $49 per month -
19
ProdEval
Texas Computer Works
There is no such thing as a typical user of this system. Users include; independent reservoir engineers doing reserve reports, production engineers working up AFE’s and monitoring daily production, bank engineers tracking petroleum loan packages, CFOs tracking their borrowing base, property tax professionals assessing ad-valorem value, plus investors buying and selling producing properties. TCW’s ProdEval software is a quick and comprehensive Economic Evaluation system for both reserve reporting and prospect analysis. ProdEval has a very easy-to-use and straightforward approach to economic analysis and this methodology serves the user well. For example, the projecting of future production using sophisticated curve fitting techniques that allow the user to simply adjust the curves is one of the big factors that new users find attractive. The system is a rather open-ended system in that it accepts data from many sources; excel worksheets, commercial data sources. -
20
Revolution FTO
Wayne Enterprises
Documenting the training of new officers is serious business. Liability is generally determined by training or the lack of it. Our police and sheriff FTO evaluation software was created by sworn officers having over 23 years of experience in managing FTOs and training new officers. This software is web-based and allows your training officers to document all daily and monthly activities of your newer officers. Through an annual contract with your agency, we can provide 24/7 phone, web, and onsite technical support. You will get direct assistance from a developer of the software. Create evaluations in half the time. FTO's can only change the evals they create. Finalization prevents changes in evaluations. Use from any computer inside the department. Use dailies to create monthlies, trainees can log on and sign evals without FTO. Chronological one-button approval of evaluations. Create statistical reports and track the effectiveness of police academies. -
21
Ante
Antigma Labs
Ante is a self-contained coding agent that lives in your terminal and self-organizes. One ~15MB Rust binary, zero runtime dependencies, works with 12+ providers or fully offline with local GGUF models. Continuously evaled in public: #1 same-model agent on Terminal-Bench 2.1, every result pinned to a build you can download and audit.Starting Price: $0 -
22
Adaline
Adaline
Iterate quickly and ship confidently. Confidently ship by evaluating your prompts with a suite of evals like context recall, llm-rubric (LLM as a judge), latency, and more. Let us handle intelligent caching and complex implementations to save you time and money. Quickly iterate on your prompts in a collaborative playground that supports all the major providers, variables, automatic versioning, and more. Easily build datasets from real data using Logs, upload your own as a CSV, or collaboratively build and edit within your Adaline workspace. Track usage, latency, and other metrics to monitor the health of your LLMs and the performance of your prompts using our APIs. Continuously evaluate your completions in production, see how your users are using your prompts, and create datasets by sending logs using our APIs. The single platform to iterate, evaluate, and monitor LLMs. Easily rollbacks if your performance regresses in production, and see how your team iterated the prompt. -
23
Weavel
Weavel
Meet Ape, the first AI prompt engineer. Equipped with tracing, dataset curation, batch testing, and evals. Ape achieves an impressive 93% on the GSM8K benchmark, surpassing both DSPy (86%) and base LLMs (70%). Continuously optimize prompts using real-world data. Prevent performance regression with CI/CD integration. Human-in-the-loop with scoring and feedback. Ape works with the Weavel SDK to automatically log and add LLM generations to your dataset as you use your application. This enables seamless integration and continuous improvement specific to your use case. Ape auto-generates evaluation code and uses LLMs as impartial judges for complex tasks, streamlining your assessment process and ensuring accurate, nuanced performance metrics. Ape is reliable, as it works with your guidance and feedback. Feed in scores and tips to help Ape improve. Equipped with logging, testing, and evaluation for LLM applications.Starting Price: Free -
24
Confident AI
Confident AI
Confident AI offers an open-source package called DeepEval that enables engineers to evaluate or "unit test" their LLM applications' outputs. Confident AI is our commercial offering and it allows you to log and share evaluation results within your org, centralize your datasets used for evaluation, debug unsatisfactory evaluation results, and run evaluations in production throughout the lifetime of your LLM application. We offer 10+ default metrics for engineers to plug and use.Starting Price: $39/month -
25
eve
Vercel
eve is an open source framework for building AI agents that you own, designed around a file-system-based structure and production-ready runtime. An instructions.md file is enough to define an agent, while optional building blocks such as model configuration, skills, tools, sandboxes, channels, connections, subagents, schedules, and evals can be added as the agent grows. Tools are created by dropping TypeScript files into the tools directory, and skills are written as Markdown playbooks that load only when relevant. Agents can connect to services such as GitHub, Stripe, and Linear through authenticated connections and can surface through Slack, Discord, Teams, web chat, APIs, cron jobs, CLIs, and custom applications from the same codebase. Specialized subagents can handle delegated work with their own prompts, tools, and sandboxes. -
26
Plurai
Plurai
Plurai is the real-world trust platform for AI agents, built for simulation-driven evaluation, protection, and optimization that turns agents into trusted, continuously improving production systems. It helps teams train evals and guardrails tailored to their use case, bridging the gap from prototype to reliable production at scale. Plurai’s simulation platform prepares agents for the real world, not the lab, with hyper-realistic, product-tailored experimentation and evaluation that covers production complexity. It generates authentic multi-turn scenarios, personas, required artifacts, and tool mocking, using organizational PRDs, relevant sources, and policies to build a knowledge graph and expand edge-case coverage. Instead of relying on static datasets, manual test creation, or inconsistent LLM-as-a-judge methods, Plurai groups evaluations into structured, runnable experiments so teams can test new versions, measure regressions, and validate improvements before release.Starting Price: Free -
27
Flint AI
SandboxAQ
Flint AI is a local-first, framework-agnostic AgentOps CLI that helps developers determine whether an AI agent is reliable before it reaches production. One command, flintai scan, analyzes Python source code for security vulnerabilities, misconfigurations, risky tool access, missing guardrails, and quality issues, then uses AI reasoning to triage likely false positives. A second command, flintai eval, sends functional and adversarial prompts to a running agent and scores its responses across more than 35 built-in evaluations, including factual accuracy, instruction adherence, prompt injection resistance, jailbreak resilience, and other runtime behaviors. Each agent receives a reliability score, with findings mapped to OWASP Agentic Security Initiative risks ASI01 through ASI10 and severity scored using CVSS v4.0. Flint AI works with agent frameworks and SDKs including Claude Agents SDK, LangChain, CrewAI, Anthropic SDK, OpenAI SDK, MCP servers, and AutoGen.Starting Price: Free -
28
viEval
viGlobal
Evaluate every professional's performance with ease, efficiency & precision. Your annual review process doesn't have to be time-consuming. With our help, simplify any number of evaluations into one easy annual workflow. We understand the results your professional services firm needs to capture, including performance on projects and client work. viEval is the best-in-class tool for performance evaluation of professional work. All client work and hours are automatically pulled in from billing systems, so evaluations can be completed quickly and easily. We build high-performance cultures with 360-degree annual evaluation and integration with real-time feedback for continuous improvement. Our system can be easily customized for any role, department, or practice area. Create a performance management process of any complexity with our intelligent process builder. Use our pre-built templates for professional services firms or design your own process to capture precise feedback. -
29
Claude Sonnet 3.5
Anthropic
Claude Sonnet 3.5 sets new industry benchmarks for graduate-level reasoning (GPQA), undergraduate-level knowledge (MMLU), and coding proficiency (HumanEval). It shows marked improvement in grasping nuance, humor, and complex instructions, and is exceptional at writing high-quality content with a natural, relatable tone. Claude Sonnet 3.5 operates at twice the speed of Claude Opus 3. This performance boost, combined with cost-effective pricing, makes Claude Sonnet 3.5 ideal for complex tasks such as context-sensitive customer support and orchestrating multi-step workflows.Starting Price: Free -
30
Entry Point AI
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 -
31
Light Table
Light Table
Connects you to your creation with instant feedback and showing data values flow through your code. Easily customizable from keybinds to extensions to be completely tailored to your specific project. Try new ideas quickly and easily. Ask questions about your software, to give you a more profound understanding of your code. Embed anything you want, from graphs to games to running visualizations. Everything from eval and debugging to a fuzzy finder for files and commands to fit seamlessly into your workflow. An elegant, lightweight, beautifully designed layout so your IDE is no longer cluttered. No more printing to the console in order to view your results. Simply evaluate your code and the results will be displayed inline. Developer tools should be open source. Every bit of Light Table's code is available to the community because none of us are as smart as all of us. -
32
Phinite
Phinite AI
Phinite provides shared infrastructure for building, deploying, and governing AI agents across orchestration, security, observability, lifecycle management, and environment promotion — so engineering teams don't rebuild these layers for every new agent use case. Core capabilities: Orchestration for multi-agent systems (agent-to-agent, nested calls) Deep session-level observability: execution timelines, decision variables, tool calls, latency/cost tracking Private Agent Registry for skill discoverability Eval suite for accuracy/safety benchmarking Dev-to-Production workflow with environment promotion Kubernetes-native deployment, VPC-internal deployability SOC 2 Type 2 complianceStarting Price: $20/month -
33
Kayba
Kayba
Kayba makes AI agents self-improve from experience. It learns from an agent’s execution traces to detect failures, fix them, and measure whether the fix actually worked. Instead of relying on generic evals that cannot explain why an agent failed, Kayba derives failure modes from the agent’s own traces and builds custom benchmarks for the user’s domain, so teams can measure improvement against real production failure patterns. Kayba wires tracing into an agent with one line of setup, watches it around the clock, and flags the moment a step stops being recorded. Even good tracing rots as teams ship changes, and steps can quietly stop being captured; Kayba checks the tracing users already have, shows exactly what is broken, points to the file that needs attention, and sends the gap to a coding agent through MCP. The coding agent patches the issue, and Kayba verifies that the trace is actually closed.Starting Price: Free -
34
Ayanza
Ayanza
Move faster with productivity platform built for entrepreneurs and their teams. Vision, strategy, and core beliefs are essential to guide productive teams toward success. These and related docs need to have a home. Execution is equally important: goals, tasks, updates feed, and chat. Having them together works like a charm: The strategy influences execution, and well-organized teams move faster. We think better when we write. Our thoughts are clearer, communication is better, and written notes are easy to share. What to write about? Team objectives? Task planning? Progress reflection? Performance eval? It's your team's key know-how. A great schedule allows the team to stay in sync and increases confidence in team results. Build your team rhythms in Ayanza. Let everyone contribute regularly, and the team productivity increases while saving time on meetings.Starting Price: $6/user/month -
35
Oqoqo
Oqoqo
Oqoqo is a platform for building evals and custom benchmarks for real-world agentic tasks, letting teams run experiments at scale in realistic environments on fully managed cloud infrastructure. Users can define private task sets and rubrics, test whether agents can use products such as skills, MCP servers, CLIs, SDKs, APIs, documentation, and files, and compare agents, models, treatments, and effort levels under the same conditions. Each task runs independently in its own isolated environment with the project state, context, files, tools, and credentials it needs. Oqoqo captures the full trajectory of every run, including commands, tool calls, errors, files, and where an agent stopped, then reports pass or fail results, pass rates, lift, token usage, and friction. Teams can use these insights to identify product interface issues, token inefficiencies, and performance differences, fix what failed, and rerun the experiment.Starting Price: $20 per month -
36
SnapEval 2.0
SnapEval
Instantly capture and share feedback ‘snapshots’ using smartphones and computers. Automatically incorporate feedback snapshots into a Performance Summary. Nominate a feedback snapshot for public recognition of performance excellence within the organization. Drag and drop to establish relationships. Explore organization structure ‘what ifs.’ Live access and file export sharing. Instantly create and send custom rich push notification messages to smartphones. Align employees with the organization’s values and goals. Gain comprehensive visibility into performance levels and trends across the firm. Automatically create professional evaluations using Continuous Feedback. Universal support of employee performance feedback for all job functions across all industries. Feedback is captured and shared in intuitive snapshots called ‘Evals’.Starting Price: $2.25 per user per month -
37
Overmind
Overmind
Overmind is a model training and deployment platform for teams building AI agents. It ingests production traces through OpenTelemetry and creates datasets from trace data, file uploads, and connectors for Langfuse, LangSmith, Braintrust, and Galileo. Teams can inspect agent context and runtime behavior, prepare and score datasets, evaluate prompts and models against their own examples, and optimize agent behavior through scored changes. The platform supports LoRA and full fine-tuning of open-weight models, benchmarking with configured evaluators, and deployment through an OpenAI-compatible endpoint; trained weights can also be downloaded. Users can work in the hosted console or run the platform on their own infrastructure with Docker Compose. It is designed for AI engineering and product teams operating agents in production that want to test, improve, or specialize models using their own data.Starting Price: Free -
38
HomeHealthSync
HomeHealthSync, LLC
HomeHealthSync is billing and payroll software for home health therapy agencies that contract 1099 PT, OT, and ST therapists. Therapists log visits from any device; the platform auto-fills the correct rate and agency, builds invoices automatically, and emails them in one click with a secure portal link - no PHI in the email. Features: visit tracking, multi-agency rate matrices by company and visit type, automated invoice generation and delivery, automated 1099 contractor payroll with per-visit pay calculation, patient list management, certification-period and 30-day re-eval tracking, SMS reminders, and QuickBooks export. An optional AI Insights add-on reads real visit and invoice data to report financial health, aged unpaid invoices, and 8-week/3-month outlook ranges. HIPAA-compliant, built on Google Firebase under a signed BAA. Web-based and mobile-friendly, no install. 30-day free trial, no credit card.Starting Price: $60.00/month -
39
Eval&GO
Eval&Go
Easily create, publish and analyze your online survey, questionnaire, and quiz. Our powerful online survey maker allows you to use plenty of question types, insert images and videos, and add your logo and your brand’s colors to create a spectacular online survey, form, and questionnaire. Distribute your online survey by email or publish a link on a website, on your blog, use QR codes, Facebook, Twitter, and more, and get your results in real-time! Generate an advanced and professional survey report in 1 click. Customize it and publish it in a variety of formats (online, Word, PDF, Excel, PowerPoint). Use the PRO+ Team account to collaborate on creating and analyzing your online forms and get the best of your survey maker. Organize your PRO+ Team account based on your goals. Become successful together. Many companies are already using Eval&GO survey makers to create their surveys, forms, and questionnaires. Follow their lead, and create your own online survey!Starting Price: $29 per month -
40
AgentOps
AgentOps
Industry-leading developer platform to test and debug AI agents. We built the tools so you don't have to. Visually track events such as LLM calls, tools, and multi-agent interactions. Rewind and replay agent runs with point-in-time precision. Keep a full data trail of logs, errors, and prompt injection attacks from prototype to production. Native integrations with the top agent frameworks. Track, save, and monitor every token your agent sees. Manage and visualize agent spending with up-to-date price monitoring. Fine-tune specialized LLMs up to 25x cheaper on saved completions. Build your next agent with evals, observability, and replays. With just two lines of code, you can free yourself from the chains of the terminal and instead visualize your agents’ behavior in your AgentOps dashboard. After setting up AgentOps, each execution of your program is recorded as a session and the data is automatically recorded for you.Starting Price: $40 per month -
41
neatlogs
neatlogs
neatlogs is a collaborative debugging and AI reliability platform that provides all the tools your team needs to identify, understand, and fix AI agent issues efficiently Here’s what you can do today: - Trace and replay: See what your agent did, step by step. - Detect failures: Automatically flag traces using conditions, patterns, and classifiers. - Investigate: Ask Neat AI to investigate runs and turn its findings into fixes. - Evals: Route traces to human or AI reviewers and measure quality over time. - Experiment: Version prompts, test changes, and evaluate them against datasets. - Fix: Review AI-generated fixes and dispatch them to your coding agent. - Connect your tools: Connect your apps through Tools and MCPs so Copilot and Neat Agent can use them on your behalf. - Track production: Monitor cost, latency, errors, tools, and detection trends across your traces. Unlike other tools that are built only for technical audiences, neatlogs is accessible and understandabl -
42
LastRecord
LastRecord.com
Employee training & skills progression software for Fire Departments. Manage employee skill sheets, task books, succession progress and meet training deadlines all from one central platform. Record live video of task book and skill sheet completion. LastRecord is software for managing Agency Task Books, Performance Reviews, Competencies, Crewmember Observations & More. We believe in building exceptional software at an affordable price, and we've been doing so since 2012. We always put customer satisfaction before anything else. Ditch the outdated paper forms and excel spreadsheets - with LastRecord, it is easy to manage an Observation Reporting / Performance Evaluation program. Effortlessly build, maintain and complete Daily Observations (DORs), Tourly Observations (TORs), FTO, Annual Evals and more. Search, View and Include relevant documents like Skill Competencies , Task Book Task completions, User Engagements and more in employee Performance Reviews.Starting Price: $1,899 per year -
43
Llama 3
Meta
We’ve integrated Llama 3 into Meta AI, our intelligent assistant, that expands the ways people can get things done, create and connect with Meta AI. You can see first-hand the performance of Llama 3 by using Meta AI for coding tasks and problem solving. Whether you're developing agents, or other AI-powered applications, Llama 3 in both 8B and 70B will offer the capabilities and flexibility you need to develop your ideas. With the release of Llama 3, we’ve updated the Responsible Use Guide (RUG) to provide the most comprehensive information on responsible development with LLMs. Our system-centric approach includes updates to our trust and safety tools with Llama Guard 2, optimized to support the newly announced taxonomy published by MLCommons expanding its coverage to a more comprehensive set of safety categories, code shield, and Cybersec Eval 2.Starting Price: Free -
44
EVALS
EVALS
EVALS is the most dynamic mobile skills assessment and tracking solution for public safety, providing students and instructors with powerful tools to enhance learning and performance. Record, stream, upload and review videos to reinforce the knowledge, skills, attitudes and beliefs associated with the proper process. Design realistic scenarios and situational evaluations that help students develop the specialized skills needed to be effective in the real world. Track on-the-job training hours and performance requirements using our unique Digital Taskbook and Time Tracking modules. Select the components you need to streamline and simplify your training evaluations, including Digital Taskbook, an embedded events calendar, attendance, and time tracking, private message boards, academic testing, and more. Access the platform from anywhere via a web-enabled device and use the iOS app to perform field and video assessments without an internet connection. -
45
Noteweave
Noteweave
Noteweave is an Intelligent Research Machines platform that helps teams go from research to executable production plans. It is built to stress-test scientific research, translate papers into validated experiments, and run R&D faster from one research-first workspace. Deep Analysis pressure-tests methods, evaluations, and robustness so failure modes surface before they reach production, helping teams detect production faults in academic papers pre-emptively, find missing evals, set up discrepancies, or misleading robustness trends, and identify technical faults faster. Explore searches across millions of papers, datasets, and code repositories, then synthesizes them into runnable production plans with traceable evidence. Noteweave helps users discover relevant research signals across 3 million+ AI/ML publications, optimize plans against constraints such as GPU utilization, translate academic methods into reproducible steps, and validate evaluation strategies more reliably.Starting Price: $18.99 per month -
46
Trusys AI
Trusys
Trusys.ai is a unified AI assurance platform that helps organizations evaluate, secure, monitor, and govern artificial intelligence systems across their full lifecycle, from early testing to production deployment. It offers a suite of tools: TRU SCOUT for automated security and compliance scanning against global standards and adversarial vulnerabilities, TRU EVAL for comprehensive functional evaluation of AI applications (text, voice, image, and agent) assessing accuracy, bias, and safety, and TRU PULSE for real-time production monitoring with alerts for drift, performance degradation, policy violations, and anomalies. It provides end-to-end observability and performance tracking, enabling teams to catch unreliable output, compliance gaps, and production issues early. Trusys supports model-agnostic evaluation with a no-code, intuitive interface and integrates human-in-the-loop reviews and custom scoring metrics to blend expert judgment with automated metrics.Starting Price: Free -
47
Timbal
Timbal
Timbal is the end-to-end AI ecosystem for enterprises; a production AI platform that enterprise teams use to build, deploy, and govern agents, workflows, interfaces, and knowledge bases on the models they choose. Teams can define behavior in code or in Studio, run on the model and provider of their choice, and ship to chat, email, voice, and product UI from a single runtime. Timbal brings together the full production stack: a typed Python framework, a Studio for building visually, a runtime that orchestrates agents and workflows, governance and evals for enterprise rollout, and integrations with the systems teams already use. Agents provide autonomous AI for real work with reasoning, tools, and memory, while workflows create deterministic AI pipelines that chain steps, branch on logic, retry failed steps, stream outputs, and guarantee outcomes. Interfaces let teams ship custom AI experiences from chat to dashboards to voice, and knowledge bases connect company context.Starting Price: €25 per month -
48
DeepCover
DeepCover
Deep Cover aims to be the best coverage tool for Ruby code. More accurate line coverage, and branch coverage. It can be used as a drop-in replacement for the built-in Coverage library. It reports a more accurate picture of your code usage. In particular, a line is considered covered if and only if it is entirely executed. Optionally, branch coverage will detect if some branches are never taken. MRI considers every method defined, including methods defined on objects or via define_method, class_eval, etc. For Istanbul output, DeepCover has a different approach and covers all def and all blocks. DeepCover doesn't consider loops to be branches, but it's easy to support them if needed. Even after DeepCover is required and configured, only a very minimal amount of code is actually loaded and coverage is not started. To make it easier to transition for projects already using the builtin Coverage library deep-cover can inject itself into those tools.Starting Price: Free -
49
Solar Pro 2
Upstage AI
Solar Pro 2 is Upstage’s latest frontier‑scale large language model, designed to power complex tasks and agent‑like workflows across domains such as finance, healthcare, and legal. Packaged in a compact 31 billion‑parameter architecture, it delivers top‑tier multilingual performance, especially in Korean, where it outperforms much larger models on benchmarks like Ko‑MMLU, Hae‑Rae, and Ko‑IFEval, while also excelling in English and Japanese. Beyond superior language understanding and generation, Solar Pro 2 offers next‑level intelligence through an advanced Reasoning Mode that significantly boosts multi‑step task accuracy on challenges ranging from general reasoning (MMLU, MMLU‑Pro, HumanEval) to complex mathematics (Math500, AIME) and software engineering (SWE‑Bench Agentless), achieving problem‑solving efficiency comparable to or exceeding that of models twice its size. Enhanced tool‑use capabilities enable the model to interact seamlessly with external APIs and data sources.Starting Price: $0.1 per 1M tokens -
50
Reflexio
Reflexio
Reflexio is an AI-agent learning platform for developers building and operating agents. It ingests agent interactions, execution traces, tool calls, and user corrections through an SDK, REST API, CLI, or supported tracing-platform connections, then extracts recurring failures into reusable playbooks and user profiles. At runtime, an agent can retrieve relevant learned guidance before responding. The Hosted Enterprise portal lets teams inspect, edit, approve, reject, search, and evaluate learnings. Reflexio helps agents apply corrections across interactions without changing model weights. Teams can use the managed cloud service, configure their own model-provider keys, or self-host in AWS, Google Cloud, or Azure. Enterprise trace imports are available from Braintrust, Langfuse Cloud, and LangSmith Cloud; Reflexio also provides a mem0 wrapper and an OpenClaw integration.Starting Price: $0/month
