Best AG2 Alternatives in 2026
The top AG2 alternatives are Salesforce Agentforce, Google Vertex AI Agent Builder and CrewAI AMP: 15 ai agent automation our editors would look at instead of AG2, in our ranking order.
AG2: A Python-first framework for developers coordinating LLM agents and tool use. Where it falls short: code-first configuration is less suited to visual agent building.
Switching from AG2? For most ai agent automation buyers the best AG2 alternative is Salesforce Agentforce, built for salesforce teams building governed business agents.
Why People Look for an AG2 Alternative
- Code-first configuration is less suited to visual agent building
- Self-hosted deployment puts deployment work on the team
- Docs and community are the listed support channels
Quick Picks by What You Need
- Best overallSalesforce Agentforce9.3
Salesforce teams building governed business agents
Visit Salesforce Agentforce - Lowest priceSalesforce Agentforce9.3
Paid plans from $5/user/mo
Visit Salesforce Agentforce - Best free optionSalesforce Agentforce9.3
Has a free plan
Visit Salesforce Agentforce
All 15 AG2 Alternatives, Ranked
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
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Best forSalesforce teams building governed business agents
- Better than AG2:
- Editor score 9.3 vs 7.5
A flexible agent platform with Salesforce workflow connections and usage-based pricing.
- Human approval steps
9.3/10★★★★★Visit Salesforce -
Best forEnterprises building agents on Google Cloud
- Better than AG2:
- Editor score 9.2 vs 7.5
A Google Cloud agent platform pairing visual design with code-first development and managed deployment.
9.2/10★★★★★Visit Google Cloud -
Best forTeams needing visual orchestration and broad integrations
- Better than AG2:
- Editor score 8.9 vs 7.5
A visual multi-agent builder with a free tier and cloud or self-hosted deployment.
8.9/10★★★★☆Visit CrewAI -
Best forTeams connecting AI agents to business apps
- Better than AG2:
- Editor score 8.8 vs 7.5
A low-code platform for building AI agents and automating work across apps.
8.8/10★★★★☆Visit Relevance AI -
Best forTeams wanting visual agent and workflow building
- Better than AG2:
- Editor score 8.7 vs 7.5
An open-source visual builder for AI agents and workflows, with cloud and self-hosted options.
8.7/10★★★★☆Visit Dify -
Best forBuilders maintaining existing Flowise workflows
- Better than AG2:
- Editor score 8.6 vs 7.5
Flowise offers visual multi-agent workflows, but its official operations have ended.
8.6/10★★★★☆Visit Flowise -
Best forTeams prototyping visual, self-hosted agent flows
- Better than AG2:
- Editor score 8.5 vs 7.5
A visual, open-source builder for teams prototyping agent and retrieval workflows.
8.5/10★★★★☆Visit Langflow -
Best forSmall teams automating work across common business apps
- Better than AG2:
- Editor score 8.4 vs 7.5
Lindy automates multi-step work across Slack and more than 1,000 connected tools.
8.4/10★★★★☆Visit Lindy -
Best forTeams building customer-facing conversational agents
- Better than AG2:
- Editor score 8.3 vs 7.5
A visual, multichannel builder for teams creating customer-facing conversational agents.
8.3/10★★★★☆Visit Botpress -
Best forTeams automating document and media processing
- Better than AG2:
- Editor score 7.9 vs 7.5
A focused API service for structured document and media processing, priced by usage.
7.9/10★★★★☆Visit AWS -
Best forLarge enterprises standardizing agent governance
- Better than AG2:
- Editor score 7.9 vs 7.5
A governed agent platform with visual and pro-code building, starting at $530/month.
- Human approval steps
7.9/10★★★★☆Visit IBM -
Best forDevelopers adding agent patterns to retrieval apps
- Better than AG2:
- Editor score 7.9 vs 7.5
A flexible, self-hosted framework for retrieval-focused agent applications.
7.9/10★★★★☆Visit LangChain -
Best forTeams evaluating and monitoring deployed agents
- Better than AG2:
- Editor score 7.9 vs 7.5
Strong observability and evaluation for deployed agents, not a tool for building automations.
7.9/10★★★★☆Visit LangSmith -
Best forDevelopers building retrieval pipelines with agents
- Better than AG2:
- Editor score 7.9 vs 7.5
A Python framework for composable RAG and retrieval pipelines, not general-purpose automation.
7.9/10★★★★☆Visit Haystack -
Best forIndividuals automating light tasks in Microsoft 365
- Better than AG2:
- Editor score 7.9 vs 7.5
A broad AI assistant with agents and connectors, but not a dedicated workflow builder.
7.9/10★★★★☆Visit site
AG2 Alternatives: Common Questions
What is the best alternative to AG2?
Salesforce Agentforce: #1 in our Ai Agent Automation ranking, with an editor score of 9.3 out of 10. A flexible agent platform with Salesforce workflow connections and usage-based pricing.
Is there a free alternative to AG2?
Yes. Salesforce Agentforce, CrewAI AMP, Relevance AI, Dify and Flowise have a free plan or a free tier (11 of the 15 alternatives on this page).
What is the cheapest paid alternative to AG2?
Of the alternatives here that publish a price, Salesforce Agentforce starts lowest, at $5/user/mo.
Why do people look for AG2 alternatives?
Code-first configuration is less suited to visual agent building; Self-hosted deployment puts deployment work on the team; Docs and community are the listed support channels.
How do I switch from AG2?
Export your data from AG2 (most tools have an export in their settings). Sign up for the alternative; start on its free plan or trial if it has one. Import your export and set up the integrations your team relies on. Run both side by side for a short while, then cancel AG2.
How to Switch from AG2
- Export your data from AG2 (most tools have an export in their settings).
- Sign up for the alternative; start on its free plan or trial if it has one.
- Import your export and set up the integrations your team relies on.
- Run both side by side for a short while, then cancel AG2.
AG2 vs Each Alternative
| # | Tool | Free plan | Paid from | Score |
|---|---|---|---|---|
| 20 | AG2 | Yes | Free | 7.5 |
| 1 | Salesforce Agentforce | Yes | $5/user/mo | 9.3 |
| 2 | Google Vertex AI Agent Builder | 9.2 | ||
| 3 | CrewAI AMP | Yes | 8.9 | |
| 4 | Relevance AI | Yes | $19/mo | 8.8 |
| 5 | Dify | Yes | 8.7 | |
| 6 | Flowise | Yes | $35/mo | 8.6 |
| 7 | Langflow | Yes | Free | 8.5 |
| 8 | Lindy | No | $29.99/user/mo | 8.4 |
| 9 | Botpress | Yes | $150/mo | 8.3 |
| 10 | Amazon Bedrock Data Automation | $0.005/unit usage-based | 7.9 | |
| 11 | IBM watsonx Orchestrate | No | $530/mo | 7.9 |
| 12 | LangChain | Yes | Free | 7.9 |
| 13 | LangSmith | Yes | $39/seat/mo | 7.9 |
| 14 | Haystack | Free | 7.9 | |
| 15 | Microsoft Copilot | Yes | $99.99/yr | 7.9 |
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
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