LiteLLM
Open-source AI gateway to call 100+ LLM APIs in one format
Trace, evaluate, and optimize prompts, models, and agents for quality and cost
Promptic combines tracing, evaluation, and automated optimization in one loop, which is more than most prompt tools offer, and letting a coding agent run the loop is a timely touch. Results depend heavily on the quality of your evaluation data and KPIs, so budget time for dataset setup. The jump from free to 149 euros per month is steep for small teams. Pricing is in euros. Category is coding as the nearest fit for LLMOps tooling.
Facts & pricing last checked October 2026. How we review
Promptic is a GenAI optimization platform that traces LLM apps with OpenTelemetry, benchmarks models and prompts on your data, and automatically tunes prompts, agents, and tool use for quality and cost.
Promptic aims to replace intuition-driven choices of prompts, models, and agent designs with a measured optimization loop. Teams upload use case data, choose the KPIs that matter such as quality, cost, and latency, and Promptic benchmarks candidate configurations on the same task, pinpoints where each wins or fails, and automatically tunes prompts, models, and tools to find the best-value configuration. The platform covers several layers of the GenAI stack: model selection across providers, automatic prompt improvement, agent architecture tuning, information extraction, and MCP tool selection accuracy. Tracing built on OpenTelemetry captures every LLM call, tool call, and step, turning production traces into optimization data. A coding agent integration lets tools like Claude Code run benchmarks, read failing traces, implement changes, and re-validate them. Promptic launched this version on Product Hunt on September 25, 2026. Plans start free with bring-your-own model keys and scale to team, business, and enterprise tiers priced in euros.
Promptic is an LLMOps platform that pairs OpenTelemetry tracing with automated optimization of prompts, models, agents, and tool use against user-defined KPIs.
Promptic is a European company, based on its .eu domain and imprint, building optimization tooling for GenAI teams. It relaunched with expanded agent and tracing features on Product Hunt in September 2026.
Features include dataset-based benchmarking, KPI definitions, failure analysis, automated prompt optimization, model comparison, agent architecture tuning, extraction optimization, tool selection optimization, OpenTelemetry tracing, dashboard, CI, and coding agent workflows.
AI engineering teams at startups and enterprises running LLM features or agents in production.
AI and ML engineers.
Engineering leads and heads of AI.
LLMOps and AI engineering communities.
A product team running LLM features in production that wants to cut model spend while measurably improving output quality.
No funding information found in public sources as of this review; verify before publishing.
Promptic is an optimization platform that benchmarks and tunes prompts, models, agents, and tool use for better quality at lower cost.
Yes. It offers OpenTelemetry-native tracing of LLM calls, tool calls, and steps with tokens, cost, and latency per span.
Yes. Coding agents can run benchmarks, inspect traces, and validate changes through Promptic.
Yes. You can start free without a credit card and bring your own model keys.
Promptic is model-agnostic and lists models from OpenAI, Anthropic, Google, Mistral, and xAI among others.
Side-by-side pages for pricing, features, and best-fit use cases.
Open-source AI gateway to call 100+ LLM APIs in one format
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