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Alhena AI vs Determined AI

A side-by-side editorial comparison of Alhena AI and Determined AI — release velocity, themes, recent moves, and the top alternatives to consider.

Alhena AI vs Determined AI: at a glance

FeatureAlhena AIDetermined AI
Sectorai-assistantsai-assistants
Velocity score5.00.0
Sparks · 30d00
Top themesagentic-commerce, benchmark-research, ai-visibility, retail-aitraining platform, stale feed, release tooling, kubernetes
Last editorial update1d ago11d ago
WebsiteVisit →Visit →

What is Alhena AI?

Alhena is building the scoreboard for shopping agents it also competes in.

The feed has consolidated around one piece of original research: a 2026 stress test running fifteen live AI shopping agents through real storefronts as ordinary shoppers. The headline numbers repeat across several posts — all fifteen could answer questions, nine could sell, four could complete a return or order change, and one remembered the shopper on a return visit. Around that sit vertical censuses of who is actually live in health and wellness retail, an attribution model for measuring agents, and comparison pages against AI visibility platforms including Profound.

Read the full Alhena AI trajectory →

What is Determined AI?

Determined's release feed stops in March 2025, and its last entries are release plumbing.

Every release in the window sits in a three-week stretch of March 2025 around a single version, 0.38.1, published across enterprise, release-candidate and dry-run tags. Their contents are the release process itself: pinning aiohttp-cors because 0.8.0 broke the last Ray version supporting Python 3.8, marking release candidates as draft rather than pre-release, fixing goreleaser field keys, removing a codecov dependency, retiring preview and GKE clusters from CI, and upgrading swagger-ui. The one user-facing item is a documentation warning added to the obsolete managed-service deployment page.

Read the full Determined AI trajectory →

Alhena AI vs Determined AI: editorial side-by-side

A
Alhena AI
AI-ASSISTANTS
5.0

Alhena is building the scoreboard for shopping agents it also competes in.

◆ Current state

The feed has consolidated around one piece of original research: a 2026 stress test running fifteen live AI shopping agents through real storefronts as ordinary shoppers. The headline numbers repeat across several posts — all fifteen could answer questions, nine could sell, four could complete a return or order change, and one remembered the shopper on a return visit. Around that sit vertical censuses of who is actually live in health and wellness retail, an attribution model for measuring agents, and comparison pages against AI visibility platforms including Profound.

◆ Where it's heading

Alhena is defining the category's measuring stick and choosing metrics where most competitors fail — acting rather than answering, and remembering across sessions. Publishing a dated census that separates shipped assistants from announced intent serves the same purpose: it establishes Alhena as the arbiter of what counts as live. The vertical focus on supplements and wellness, with its FDA claims boundary and subscription economics, looks like a deliberately chosen beachhead rather than broad retail coverage.

◆ Prediction

Expect the stress test to become a recurring dated benchmark with more agents and more verticals, and for the act-and-remember gap it identifies to be positioned as what Alhena's own product closes.

D
Determined AI
AI-ASSISTANTS
0.0

Determined's release feed stops in March 2025, and its last entries are release plumbing.

◆ Current state

Every release in the window sits in a three-week stretch of March 2025 around a single version, 0.38.1, published across enterprise, release-candidate and dry-run tags. Their contents are the release process itself: pinning aiohttp-cors because 0.8.0 broke the last Ray version supporting Python 3.8, marking release candidates as draft rather than pre-release, fixing goreleaser field keys, removing a codecov dependency, retiring preview and GKE clusters from CI, and upgrading swagger-ui. The one user-facing item is a documentation warning added to the obsolete managed-service deployment page.

◆ Where it's heading

There is no product signal here to read a direction from — these are the artefacts of a release pipeline being tidied, published as releases because the tooling tags every candidate. What the window does show is a deprecation: the MLDE managed service documentation was marked obsolete in the same batch, which is the only statement about the product's shape in the entire set.

◆ Prediction

The feed has been silent for roughly seventeen months, so there is no observable cadence to project from. Treat the absence of releases, rather than their contents, as the finding.

Alternatives to Alhena AI and Determined AI

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 Alhena AI or Determined AI.

See all Alhena AI alternatives → · See all Determined AI alternatives →

Recent activity from Alhena AI and Determined AI

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 1d agoAlhena AIDo AI Shopping Assistants Remember You? Only 1 in 15 does
  2. 4d agoAlhena AIWhy Can't My AI Agent Complete a Return? Inside the answer-to-act gap
  3. 6d agoAlhena AIThe State of Agentic CX in 2026: Why AI Shopping Agents Answer in Unison but Act Alone
  4. 20d agoAlhena AIWho's Actually Live: AI Assistants in Health & Wellness Retail (July 2026)
  5. 25d agoAlhena AIMeasuring AI Agents for Wellness Brands: Benchmarks and an Honest Attribution Model
  6. 25d agoAlhena AIThe Wellness Brand's AI Agent Playbook: Knowledge, Guardrails, and Subscriptions
  7. 1y agoDetermined AIEnterprise build of 0.38.1 (CI and dependency commits)
  8. 1y agoDetermined AIRelease candidate pinning aiohttp-cors for Ray compatibility
  9. 1y agoDetermined AIRelease candidate with documentation dependency updates
  10. 1y agoDetermined AIRelease candidates relabelled as draft; goreleaser fix
  11. 1y agoDetermined AIEnterprise dry-run tag from goreleaser work
  12. 1y agoDetermined AIDry-run tag from goreleaser configuration work

Frequently asked questions

What is the difference between Alhena AI and Determined AI?

They serve adjacent needs but don't currently overlap on shipped themes. Alhena AI is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 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 Alhena AI better than Determined AI?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Alhena AI is currently shipping more aggressively (velocity 5.0 vs 0.0), with 0 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 Alhena AI?

Top Alhena AI alternatives in ai-assistants are ranked by recent ship velocity. Browse the "Alhena AI alternatives" section above for the current picks, or visit /alternatives/alhena for the full list with editorial commentary on each.

What are the best alternatives to Determined AI?

Top Determined AI alternatives in ai-assistants are ranked by recent ship velocity. Browse the "Determined AI alternatives" section above for the current picks, or visit /alternatives/determined for the full list with editorial commentary on each.