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Comparison · ai-assistants
Baseten vs InvokeAI
A side-by-side editorial comparison of Baseten and InvokeAI — release velocity, themes, recent moves, and the top alternatives to consider.
Baseten vs InvokeAI: at a glance
What is Baseten?
Baseten adds open-weight joey-1 and finer control over rolling promotions.
Baseten added joey-1, a 2B-parameter decision model post-trained from Qwen3.5-2B, to Model APIs with open weights on Hugging Face. Rolling promotions now accept max surge and max unavailable together, so teams can set extra replica capacity and allowed serving loss in the same rollout. Before that came paid usage for elephant-1 and mammoth-1, and per-replica metrics.
What is InvokeAI?
InvokeAI 7 reaches beta with projects and a single widget workbench as the new default.
InvokeAI 7.0.0 beta 1 shipped on November 9 after four alphas, making the rebuilt interface the default. v7 organizes work into autosaving projects that hold canvas, settings, workflows and boards, and replaces separate tabs with one workbench of movable widgets, including Video. It requires Python 3.12 and a one-way database migration, so v6 users are told to install into a fresh root.
Baseten vs InvokeAI: editorial side-by-side
Baseten
5.0AI-ASSISTANTS
Baseten adds open-weight joey-1 and finer control over rolling promotions.
◆ Current state
Baseten added joey-1, a 2B-parameter decision model post-trained from Qwen3.5-2B, to Model APIs with open weights on Hugging Face. Rolling promotions now accept max surge and max unavailable together, so teams can set extra replica capacity and allowed serving loss in the same rollout. Before that came paid usage for elephant-1 and mammoth-1, and per-replica metrics.
◆ Where it's heading
Model APIs are collecting small routing and classification models, now three in ten days, while dedicated deployments gain production controls: GPU metrics, per-replica breakdowns and now rollout tuning. The security tightening of late October appears to have settled into defaults.
◆ Prediction
Expect more small decision models on Model APIs, possibly on the same free-then-paid pattern as elephant-1, and further deployment and rollout controls for dedicated inference.
InvokeAI
6.3AI-ASSISTANTS
InvokeAI 7 reaches beta with projects and a single widget workbench as the new default.
◆ Current state
InvokeAI 7.0.0 beta 1 shipped on November 9 after four alphas, making the rebuilt interface the default. v7 organizes work into autosaving projects that hold canvas, settings, workflows and boards, and replaces separate tabs with one workbench of movable widgets, including Video. It requires Python 3.12 and a one-way database migration, so v6 users are told to install into a fresh root.
◆ Where it's heading
The v7 rewrite has moved from tester alphas to a feature-complete beta, and the v6 line is down to small patches. The next stretch is bug fixing and moving v6 users across, with the legacy interface kept only as a fallback.
◆ Prediction
Expect further v7 betas, then a 7.0.0 release, with v6 limited to critical fixes like the 6.14.4 startup patch.
Alternatives to Baseten 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 Baseten or InvokeAI.
Lambda Labs
Lambda adds IAM to its GPU cloud and plans a $33 billion Alabama data center.
LobeChat
LobeHub v2.3.3 gives every agent an inbox, an address and its own reply rules.
Snorkel AI
Snorkel AI turns its coding benchmark on Fable 5.2 and finds the terminal failures mostly gone.
vLLM
vLLM opens its 0.34 cycle by moving more models onto the Transformers backend
Recall
Recall becomes an official Claude connector, so your saved library feeds Claude's answers.
See all Baseten alternatives → · See all InvokeAI alternatives →
Recent activity from Baseten and InvokeAI
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 4d agoInvokeAIInvokeAI 7 beta makes projects and the new workbench default ⚡
- 5d agoInvokeAIInvokeAI re-records its page-size performance baselines
- 11d agoInvokeAIInvokeAI 6.14.4 fixes a startup crash after upgrading
- 12d agoInvokeAIInvokeAI v7 alpha 4 adds FLUX.3 Klein and MOSS-Image
- 12d agoInvokeAIInvokeAI 6.14.3 adds editable vector layers to Canvas
- 14d agoBasetenMixed-mode rolling promotions
- 15d agoBasetenjoey-1 decision model available on Baseten
- 16d agoBasetenelephant-1 and mammoth-1 pricing
- 16d agoBasetenPer-replica metrics
- 20d agoBasetenRevocation of unused API keys on 10/24
- 21d agoBasetenAuth errors switch from 403 to 401 on October 28
- 26d agoInvokeAIInvokeAI v7 alpha 3 adds role-based board sharing
Frequently asked questions
What is the difference between Baseten and InvokeAI?
They serve adjacent needs but don't currently overlap on shipped themes. InvokeAI is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Baseten 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 5.0), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other ai-assistants products to evaluate alongside.
What are the best alternatives to Baseten?
Top Baseten alternatives in ai-assistants are ranked by recent ship velocity. Browse the "Baseten alternatives" section above for the current picks, or visit /alternatives/baseten 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.