Maxim AI
What is Maxim AI?
Maxim AI is an AI workflow platform for teams that test prompts and agents, simulate behavior, and monitor production runs. It combines Prompt Playground, prompt versioning, agent simulation and evaluation, and agent observability to tighten quality before and after release. The platform also includes Bifrost, a gateway for 1000+ models across 8+ providers, and is used by EY, ByteDance, Babylist, Klaviyo, and McAfee. Plans run Developer free, Professional $29/seat/month, Business $49/seat/month, and Enterprise custom.
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At a glance
- Maxim AI is best for AI teams who need to test, monitor, and ship agents with tighter quality control.
- Developer Free; Professional $29/seat/mo; Business $49/seat/mo; Enterprise Custom
- 14 days, no credit card
- Yes — The page advertises a simple API endpoint for bringing context sources into the playground and SDKs for accessing deployed prompts and automating evals.
What does Maxim AI do?
Maxim's workflow turns prompt and agent development into a loop of experimentation, simulation, and production monitoring. Teams use the Prompt Playground to iterate on prompts, compare runs, version changes, and deploy updates, while simulations and online evaluations check behavior before and after release. Traces, dashboards, alerts, and debugging tools then surface what happened in production so teams can tighten quality without guessing. The platform is built for scale and governance: the site says more than 1,000 teams use Bifrost, and its gateway layer is tuned for 20 micro-s added latency, 5,000 req/s throughput, and 3.3 GB peak memory. Maxim also points to 1000+ AI models across 8+ providers, plus enterprise deployment options such as in-VPC setups, data isolation, audit logs, and advanced compliance. Customers shown on the site include EY, ByteDance, Babylist, Klaviyo, and McAfee.
Why use Maxim AI?
- It combines experimentation, simulation, and observability in one workflow, so teams can move from prompt changes to production checks without stitching tools together.
- Bifrost is an enterprise gateway with very low added latency, which helps teams route model traffic without slowing the application path.
- The platform supports in-VPC deployment, data isolation, and audit logs, which matters for teams with stricter security review processes.
- Its model layer spans 1000+ AI models across 8+ providers, reducing lock-in when teams want to switch or compare vendors.
- The site shows 1,000+ teams using Bifrost, giving buyers a signal that the gateway layer is already operating at meaningful scale.
Who is Maxim AI for?
- AI product teams who want a repeatable workflow for prompt iteration and release checks.
- ML and platform engineers who need observability and evaluation across agent behavior.
- Developers building agentic workflows who want simulations before deployment.
- Enterprise teams that need governance, access controls, and deployment isolation.
- Teams operating multi-model stacks who want a unified gateway and monitoring layer.
What are Maxim AI's key features?
Experimentation
Run prompt and agent experiments with simulation runs, online evals, and 10k to 500k logs per month to compare changes before release.
Agent simulation and evaluation
Test agents with simulations, evaluators, and datasets, then measure behavior across LangGraph, Crew AI, and OpenAI Agents workflows.
Agent observability
Inspect traces, dashboards, alerts, and built-in observability to spot failures quickly and keep deployed agents easier to debug.
Prompt IDE
Edit prompts in a playground with context sources from the API endpoint and deploy them through SDKs for repeatable testing.
Prompt versioning
Track prompt changes with versioning and organization, so teams can compare revisions and roll back without losing evaluation history.
Prompt chains
Build chained prompt workflows and connect them to tools and datasources, helping teams structure multi-step agent behavior.
Built for the enterprise
Support enterprise controls like RBAC, PII management, audit logs, custom SSO, and SOC 2 Type II, ISO 27001, HIPAA, GDPR.
Bifrost LLM gateway
Route traffic through Bifrost with 1000+ models, provider fallback, semantic caching, and 5,000 req/s throughput for lower latency.
What does Maxim AI integrate with?
- Langchain
- LangGraph
- OpenAI
- OpenAI Agents
- LiveKit
- Crew AI
- Agno
- LiteLLM
- Anthropic
- Bedrock
- Mistral
- Vercel AI SDK
- Google Genai
- LiteLLM Proxy
What are Maxim AI's use cases?
Prompt iteration for AI product teams
AI product teams who want a repeatable workflow for prompt iteration and release checks use Maxim AI to test changes before shipping, using Prompt IDE and Prompt versioning to compare variants and keep approved prompts organized. They can pair that with Experimentation to catch regressions early and ship with more confidence.
Agent testing before deployment
Developers building agentic workflows use Maxim AI to simulate real interactions before launch, using Agent simulation and evaluation and Simulations to see how agents behave across edge cases. This helps them uncover failure modes, tighten prompts, and reduce production surprises.
Observability for platform engineers
ML and platform engineers use Maxim AI to monitor agent behavior in production, using Agent observability, Traces, and Debugging to pinpoint where outputs drift or tool calls fail. They can use Analytics and Alerts to spot recurring issues and shorten incident response.
Governed rollout for enterprise teams
Enterprise teams that need governance, access controls, and deployment isolation use Maxim AI to manage AI workflows safely, using Built for the enterprise and Governance to support controlled access and compliance-minded operations. Bifrost LLM gateway adds a unified layer for routing and oversight across models.
How does Maxim AI work?
- Connect your first prompt, agent, or data source in Prompt IDE, then bring in context through the API or supported integrations to start a working playground.
- Organize prompt variants with Prompt versioning and Prompt chains, so your team can compare changes and keep approved flows easy to reuse.
- Run Experimentation, Simulations, and Agent simulation and evaluation to test behavior against datasets before release, then review failures and edge cases.
- Inspect Traces, Agent observability, and Debugging views to understand tool calls, latency, and output quality, then tune prompts or workflows where needed.
- Turn on Online evaluations, Alerts, and Analytics for ongoing monitoring, and use Bifrost LLM gateway when you need a unified layer across models.
How much does Maxim AI cost?
Developer
Free- Forever
- Upto 3 seats
- 1 workspace
- Upto 10k logs per month
- 3-day data retention
- Email support
Professional
$29/seat/month- Billed monthly
- Everything in Developer, plus:
- Unlimited seats
- Upto 3 workspaces
- Upto 100k logs per month
- 7-day data retention
- Simulation runs
- Online evals
- Email support
Business
$49/seat/month- Billed monthly
- Everything in Professional, plus:
- Unlimited workspaces
- Upto 500k logs per month
- 30-day data retention
- RBAC support
- PII management
- Scheduled runs
- Custom dashboards
- Private Slack support
Enterprise
Custom- Everything in Business, plus:
- Custom SSO
- In-VPC deployments
- Custom log limits
- Custom data retention
- Audit logs
- Custom SLAs & Infosec reviews
- Compliance (SOC 2 Type II, ISO 27001, HIPAA, GDPR)
- Custom BAAs
- Data isolation
- Feature requests prioritized
- Dedicated CSM
Frequently asked questions
What is Maxim AI?
Maxim AI is an AI workflow platform for teams that test prompts and agents, simulate behavior, and monitor production runs. It combines Prompt Playground, prompt versioning, agent simulation and evaluation, and agent observability to tighten quality before and after release. The platform also includes Bifrost, a gateway for 1000+ models across 8+ providers, and is used by EY, ByteDance, Babylist, Klaviyo, and McAfee. Plans run Developer free, Professional $29/seat/month, Business $49/seat/month, and Enterprise custom.
How much does Maxim AI cost? Is it free?
Maxim AI has a free plan, with paid tiers including Professional at $29/seat/month, Business at $49/seat/month, Enterprise at Custom. A 14-day free trial is available.
What is Maxim AI used for? Who is it for?
Maxim AI is used for Experimentation, Agent simulation and evaluation, and Agent observability. It's built for AI product teams, ML and platform engineers, and Developers building agentic workflows.
Does Maxim AI have an API and what does it integrate with?
The page advertises a simple API endpoint for bringing context sources into the playground and SDKs for accessing deployed prompts and automating evals. It integrates with Langchain, LangGraph, OpenAI, OpenAI Agents, LiveKit, and 9 more.
Editor's read
Developer caps at 10k logs per month and 3-day retention, while Professional raises that to 100k logs and 7 days. Check whether your evaluation volume or debugging window will push you past those limits before choosing a tier.
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