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Comparison · ai-assistants
Dify vs InvokeAI
A side-by-side editorial comparison of Dify and InvokeAI — release velocity, themes, recent moves, and the top alternatives to consider.
Dify vs InvokeAI: at a glance
What is Dify?
Dify 1.18 lets Agents pick the next workflow branch and adds a CLI for building apps.
Dify 1.18.0 lets an Agent node choose which workflow branch runs next through Output Routes, packages apps with their Agents, Skills and files into one portable .ifpkg file, and lets users drill into nested workflow runs. It also adds an opt-in Agent Knowledge Base beta and a difyctl CLI over a new OpenAPI, with a bundled skill for coding agents that build Dify apps. Upgrades are heavy: Agent components must move together, the run protocol changes, and source installs need Python 3.13.
What is InvokeAI?
InvokeAI 7 alpha 3 turns boards into shared, role-gated spaces and adds Qwen-Image-2.1.
InvokeAI is a local-first image and video studio three alphas into a v7 rewrite. Alpha 1 replaced the tabbed UI with autosaving projects and a widget workbench; alpha 2 added MySQL/MariaDB backends and per-project boards. Alpha 3 adds board sharing with Viewer, Contributor, Editor and Owner roles, keeps each member's settings separate inside a project, and brings back a long list of legacy features. It also adds Qwen-Image-2.1 and an opt-in SageAttention backend that cuts large NVIDIA generations by 15–35%.
Dify vs InvokeAI: editorial side-by-side
Dify
3.8AI-ASSISTANTS
Dify 1.18 lets Agents pick the next workflow branch and adds a CLI for building apps.
◆ Current state
Dify 1.18.0 lets an Agent node choose which workflow branch runs next through Output Routes, packages apps with their Agents, Skills and files into one portable .ifpkg file, and lets users drill into nested workflow runs. It also adds an opt-in Agent Knowledge Base beta and a difyctl CLI over a new OpenAPI, with a bundled skill for coding agents that build Dify apps. Upgrades are heavy: Agent components must move together, the run protocol changes, and source installs need Python 3.13.
◆ Where it's heading
Each major release since 1.13 has moved more control from fixed workflow graphs to agents: human-in-the-loop pauses, a sandboxed agent runtime, and now agents that decide the route. difyctl and the bundled skill also make Dify something other agents can operate, not just a visual builder.
◆ Prediction
Expect Agent Knowledge Base to reach Dify Cloud and leave beta, and follow-up 1.18.x patches to smooth the protocol and sandbox-token upgrade.
InvokeAI
6.3AI-ASSISTANTS
InvokeAI 7 alpha 3 turns boards into shared, role-gated spaces and adds Qwen-Image-2.1.
◆ Current state
InvokeAI is a local-first image and video studio three alphas into a v7 rewrite. Alpha 1 replaced the tabbed UI with autosaving projects and a widget workbench; alpha 2 added MySQL/MariaDB backends and per-project boards. Alpha 3 adds board sharing with Viewer, Contributor, Editor and Owner roles, keeps each member's settings separate inside a project, and brings back a long list of legacy features. It also adds Qwen-Image-2.1 and an opt-in SageAttention backend that cuts large NVIDIA generations by 15–35%.
◆ Where it's heading
Each alpha moves InvokeAI further from a single-user desktop app toward a shared workspace: pluggable databases, then project boards, now per-role permissions and per-member settings that the notes call groundwork for collaboration later in 7.x. Model support keeps pace in parallel, and the priority is running new models on existing hardware through GGUF, fp8 and quantized attention. Restoring legacy features signals the team wants v7 at parity before it asks v6 users to migrate.
◆ Prediction
Expect alpha 4 within about a week, with more parity restoration and collaboration plumbing; project file formats may break again, since alpha 3 already did. The entries still give no beta or stable date.
Alternatives to Dify and InvokeAI
Other ai-assistants products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Dify or InvokeAI.
Baseten
Baseten ends the free launch of elephant-1 and mammoth-1 and adds per-replica metrics.
Ollama
Ollama v0.40.11 adds local speech output on macOS, with an OpenAI-compatible audio endpoint.
GitHub Copilot
Copilot adds GPT-6.1 Terra as a cheaper agentic default and makes assisted permissions GA.
LobeChat
LobeHub canary.3 adds Projects with a lead agent, multi-file Canvas artifacts and Docs.
Claude
Claude Duet opens a proactive-agent app to Pro and Max, the first move after the 5.5 rollout.
See all Dify alternatives → · See all InvokeAI alternatives →
Recent activity from Dify and InvokeAI
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 6d agoDifyv1.18.0 — Smarter Agent Routing, Portable Apps, Deeper Workflow Visibility ⚡
- 10d agoInvokeAIInvokeAI 7 alpha 3 adds role-based board sharing and Qwen-Image-2.1
- 18d agoInvokeAIInvokeAI 7.0.0 (alpha 2)
- 25d agoInvokeAIInvokeAI 7 alpha: autosaving projects and a single widget workbench ⚡
- 1mo agoInvokeAI6.14.2 adds custom Canvas fonts and Krea-2 style transfer
- 1mo agoInvokeAIWeb v2 can find a conditioning image in the gallery from its thumbnail
- 1mo agoDifyv1.17.1 - Bug Fixes and Improvements
- 1mo agoInvokeAI6.14.1 adds workflow PNG export and DoRA LoRA support
- 3mo agoDifyRelease v1.16.1 - Bug Fixes and Security Enhancements
- 3mo agoDifyDify Agent: sandboxed Linux runtime ships in experimental ⚡
- 5mo agoDifyv1.14.2 - Security fixes, agent groundwork, workflow reliability, and deployment updates
- 5mo agoDifyv1.14.1 - Security hardening, workflow stability, and cleaner self-hosted deployments
Frequently asked questions
What is the difference between Dify and InvokeAI?
They serve adjacent needs but don't currently overlap on shipped themes. InvokeAI is currently shipping more aggressively (velocity 6.3 vs 3.8), with 1 editorial sparks in the last 30 days against 1. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Dify better than InvokeAI?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. InvokeAI is currently shipping more aggressively (velocity 6.3 vs 3.8), with 1 editorial sparks in the last 30 days against 1. For your specific use case, the alternatives sections above list other ai-assistants products to evaluate alongside.
What are the best alternatives to Dify?
Top Dify alternatives in ai-assistants are ranked by recent ship velocity. Browse the "Dify alternatives" section above for the current picks, or visit /alternatives/dify for the full list with editorial commentary on each.
What are the best alternatives to InvokeAI?
Top InvokeAI alternatives in ai-assistants are ranked by recent ship velocity. Browse the "InvokeAI alternatives" section above for the current picks, or visit /alternatives/invokeai for the full list with editorial commentary on each.