Build and operate AI agents

Which platforms give your team the orchestration, memory, tools and production controls its agents need?

A route through agent frameworks, memory systems and production platforms. Compare runtime ownership, observability, deployment, integrations and the amount of engineering required after the prototype works.

See matched profiles

Use this route to

Jobs to be done

Create multi-step agent workflows
Connect agents to tools and data
Operate, observe and improve agents in production

Compare carefully

Decision factors

Orchestration and tool-calling model
Memory, evaluation and observability
Deployment, security and operational ownership

Avoid weak signals

What to verify

Demo workflows without failure recovery
Memory claims without retention controls
Framework abstractions that hide production limits

Source-backed shortlist

Profiles matched to this decision.

Open a profile for pricing, limitations, source evidence, current snapshots and dated changes.

Fireworks AI

Researched

Tool Online

Fireworks AI is a generative AI inference platform processing 40T+ tokens daily, offering blazing-fast serverless and on-demand deployment of open-source LLMs and image models with fine-tuning, OpenAI/Anthropic-compatible APIs, and Batch processing.

AI infrastructureFirst-party researchedgenerative AILLM inference

PricingServerless pricing is pay per token with high rate limits and postpaid billing; new users · On-Demand Deployments are billed per GPU second, with no extra charges for start-up times · Cached input tokens are priced at 50% and batch inference at 50% of serverless pricing for · 50% lower cost compared to typical Serverless (synchronous) API pricing

AccessWebsite at https://fireworks.ai

Last checkedJuly 22, 2026

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Camunda

Researched

Tool Berlin, Germany.

Camunda is an open-source process orchestration platform for coordinating AI agents, people, and systems across end-to-end business processes with governance and control. It offers BPMN/DMN modeling, high-volume execution, and flexible Self-Managed or SaaS deployment.

Workflow toolsProcess orchestrationAgentic orchestrationWorkflow automation

PricingSelf-Managed Development is free with no license required; Self-Managed Production require · Camunda SaaS offers a 30-day free trial. · Free option available · Free trial available

AccessCamunda 8 and Camunda 7

Last checkedJuly 25, 2026

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Ajelix

Researched

Tool Online

Agentic AI chat and spreadsheet platform trusted by 340,000+ professionals since 2018, offering Google Workspace add-ons (Sheets, Docs, Slides, Forms) and Excel tools for formula generation, data analysis, document writing, and workflow automation, with freemium to enterprise pricing.

AI assistantsFirst-party researchedAI assistantAgentic AI

PricingFree tier available with no credit card required · Lite plan: $39/user/month billed monthly or $32/user/month billed yearly · Pro plan: $99/user/month billed monthly or $82/user/month billed yearly · Max plan: $199/user/month billed monthly or $165/user/month billed yearly

AccessAvailable as add-ons for Google Workspace, Google Sheets, Google Docs, Google Slides, and

Last checkedJuly 22, 2026

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