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Comparison · Support

Assembled vs Hatz AI

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

Assembled vs Hatz AI: at a glance

FeatureAssembledHatz AI
SectorSupportSupport
Velocity score6.36.3
Sparks · 30d11
Top themesworkforce-management, ai-agents, mcp, customer-supportmsp, ai-platform, multi-tenancy, mcp-integrations
Last editorial update3h ago6d ago
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What is Assembled?

Assembled is bolting agentic AI onto workforce management, one surface at a time.

Assembled has moved from scheduling-and-forecasting WFM into an AI operations layer for support teams. Recent releases add an MCP server, agent-identity tooling, AI experience scoring, and integrations with Five9 and Genesys. The throughline is managing AI agents alongside human ones in a single platform.

Read the full Assembled trajectory →

What is Hatz AI?

MSP-focused AI platform scales multi-tenant control while staying aggressively model-agnostic

Hatz AI ships weekly, bundling many changes per release. The platform serves MSPs managing AI across client tenants, and recent work spans tenant provisioning templates, an Anthropic-inclusive LLM gateway with Opus 4.8, a steady stream of MCP integrations (Apollo, Asana, Attio, Cal.com, Autotask), governance controls (download restrictions, credit limits), and model additions like Gemini 3.5 Flash.

Read the full Hatz AI trajectory →

Assembled vs Hatz AI: editorial side-by-side

A
Assembled
SUPPORT
6.3

Assembled is bolting agentic AI onto workforce management, one surface at a time.

◆ Current state

Assembled has moved from scheduling-and-forecasting WFM into an AI operations layer for support teams. Recent releases add an MCP server, agent-identity tooling, AI experience scoring, and integrations with Five9 and Genesys. The throughline is managing AI agents alongside human ones in a single platform.

◆ Where it's heading

The product is positioning around "agentic WFM" — treating AI agents as a workforce to be staffed, evaluated, and governed. The MCP server lets managers query and act on live data through any AI assistant, pushing Assembled toward a conversational control plane rather than a dashboard.

◆ Prediction

Expect deeper agent-evaluation tooling and more contact-center integrations, extending AI Experience Scores and the MCP surface across more of the human-plus-AI workflow.

H
Hatz AI
SUPPORT
6.3

MSP-focused AI platform scales multi-tenant control while staying aggressively model-agnostic

◆ Current state

Hatz AI ships weekly, bundling many changes per release. The platform serves MSPs managing AI across client tenants, and recent work spans tenant provisioning templates, an Anthropic-inclusive LLM gateway with Opus 4.8, a steady stream of MCP integrations (Apollo, Asana, Attio, Cal.com, Autotask), governance controls (download restrictions, credit limits), and model additions like Gemini 3.5 Flash.

◆ Where it's heading

Two forces drive the roadmap: multi-tenant operational control for MSPs (workspace templates, bulk tenant creation, usage dashboards, role-based AI controls) and breadth — many models via routing and many integrations via MCP. Hatz is building the management layer above a swappable model and tool substrate.

◆ Prediction

Expect more MSP-scale provisioning and governance features plus continued integration and model additions; the Anthropic gateway and tenant templates point to deeper standardized-onboarding tooling next.

Alternatives to Assembled and Hatz AI

Other Support 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 Assembled or Hatz AI.

See all Assembled alternatives → · See all Hatz AI alternatives →

Recent activity from Assembled and Hatz AI

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

  1. 6d agoHatz AITenant Workspace Templates, New LLM Opus 4.8, LLM Gateway expanded to include Anthropic, Workshop Item Sharing
  2. 10d agoHatz AINew Apollo, Webflow, Linear, Attio, Asana, and Cal.com Integrations + Deprecation of Some Integrations
  3. 13d agoHatz AIAutotask, Save files to Microsoft 365, Restrict Direct Downloads, Client Admin Usage Dashboard, MSP Admin Community Filter
  4. 14d agoAssembledIntroducing the Assembled MCP
  5. 15d agoHatz AIGemini 3.5 Flash Added to Model Selector
  6. 20d agoHatz AIContinue in Chat from Workflows, Credit Multipliers in Model Selector, New Sources Modal, File Output and Auto-LLM Improvements, 60+ Supported File Types
  7. 27d agoHatz AIAudio Uploads, 4 New Integrations, File Lifecycle and Custom MCP Improvements
  8. 28d agoAssembledIntroducing the Assembled Mobile Agent Experience
  9. 1mo agoAssembledIntroducing Knowledge Opportunities
  10. 1mo agoAssembledAssembled + Five9: Agentic WFM for Intelligent CX
  11. 2mo agoAssembledWhat We Learned Running Voice AI in Support | Assembled
  12. 2mo agoAssembledIntroducing Brand Studio

Frequently asked questions

What is the difference between Assembled and Hatz AI?

They serve adjacent needs but don't currently overlap on shipped themes. Assembled and Hatz AI are shipping at a similar cadence (velocity 6.3 vs 6.3, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is Assembled better than Hatz AI?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Assembled and Hatz AI are shipping at a similar cadence (velocity 6.3 vs 6.3, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Support products to evaluate alongside.

What are the best alternatives to Assembled?

Top Assembled alternatives in Support are ranked by recent ship velocity. Browse the "Assembled alternatives" section above for the current picks, or visit /alternatives/assembled for the full list with editorial commentary on each.

What are the best alternatives to Hatz AI?

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