Agentic Index
Lumi AI vs Unscrambl (2026)
Lumi AI and Unscrambl both sell enterprise natural language analytics through quotes rather than rate cards: Lumi is pilot led, a guided low risk pilot scoped to about two weeks then white glove onboarding, running inside your network with query cost and duration limits that contain variable spend, while Unscrambl's Qbo bills against a daily consumption metric with cost scaling on data model richness and user count. Lumi's contained, in network architecture suits supply chain and operations teams with sensitive data; Unscrambl's consumption model suits organizations comfortable metering daily usage. Both decisions should be made on pilot results, not promises.
| At a glance | Lumi AI | Unscrambl |
|---|---|---|
| Category | Data analyst agent | Data analyst agent |
| Entry price | Custom enterprise (pilot; contact sales) | Custom (daily consumption; contact sales) |
| Free / trial | — | — |
| Pricing confidence | contact only | contact only |
| Feature |
L
Lumi AI
|
|
|---|---|---|
| Action & orchestration | ||
|
Integrations & Tool Calling Ability to connect agents to real systems through native integrations, OAuth-authenticated actions, custom tools, APIs, webhooks, or MCP-compatible tools. |
Full / Explicit | Full / Explicit |
|
Workflow Orchestration Ability to sequence, branch, retry, route, and combine deterministic workflow nodes with autonomous agent steps. |
Full / Explicit | Partial |
|
Triggers & Channel Coverage How agents wake up and where they work: schedules, webhooks, message events, CRM events, inbox events, chat, email, voice, and collaboration tools. |
Full / Explicit | Partial |
| Knowledge & context | ||
|
Knowledge Grounding & RAG Ability to ground agent behavior in company data through document ingestion, retrieval, external knowledge APIs, semantic search, or RAG layers. |
Full / Explicit | Partial |
|
Memory & State Persistence Ability to persist context across a run, conversation, workflow, user, team, or longer-term memory layer. |
Partial | Partial |
| Control & trust | ||
|
Human Oversight & Guardrails Approval steps, consent checkpoints, escalation rules, structured guardrails, policy constraints, and pause/resume controls. |
Partial | Partial |
|
Security, Identity & Governance RBAC, SSO, auditability, encryption, least-privilege tool access, compliance posture, and data handling policy. |
Full / Explicit | Partial |
|
Observability & Auditability Traces, logs, execution histories, metrics, audit events, and debugging detail for production agent behavior. |
Partial | Partial |
|
Deployment & Data Residency Deployment modes and options, including SaaS, dedicated cloud, VPC, on-prem, hybrid, local runtime, and self-hosting. |
Full / Explicit | Full / Explicit |
| Solution readiness | ||
|
Prebuilt Agents, Templates & Packs Ready-made workflows, packaged employees, templates, blueprints, industry solutions, and role-specific agents that reduce time-to-value. |
Partial | Partial |
| Platform extensibility | ||
|
Model Flexibility & Routing Ability to work across multiple foundation models, route tasks to different models, or let buyers bring their own providers and keys. |
No / Not documented | No / Not documented |
|
APIs, SDKs & MCP Extensibility Composability layer: stable APIs, SDKs, MCP tool consumption/serving, custom tools, and integration into internal systems. |
No / Not documented | Partial |
|
Testing, Debugging & Optimization Testing, debugging, scoring, retries, fallbacks, quality gates, and optimization loops for improving agent workflows before and after deployment. |
Partial | Partial |
| Specialist automation | ||
|
Browser & Computer Use Browser, desktop, or remote/local computer control for workflows that cannot be handled through stable APIs alone. |
No / Not documented | No / Not documented |
Pricing snapshot
Sourced from the Index pricing dataset · open each vendor's profile for full detail.
| Pricing |
L
Lumi AI
|
|
|---|---|---|
|
Entry price Lowest public entry point |
Custom enterprise (pilot; contact sales) | Custom (daily consumption; contact sales) |
|
Pricing confidence How public the numbers are |
Contact only | Contact only |
|
Billing Primary billing axis |
— | — |
|
Variable cost Workload / overage exposure |
Medium variable cost | Medium variable cost |
|
Free tier / trial Try before you buy |
No free tier
|
No free tier
|
|
Buying motion Self-serve vs sales call |
— | — |
Choose Lumi AI if
- Running inside your network with cost limits fits your governance.
- A two week scoped pilot is exactly how you want to evaluate.
- Supply chain and operations analytics match its strengths.
Choose Unscrambl if
- Daily consumption billing aligns spend with actual usage.
- Conversational analytics across business users is the deployment vision.
- Your data models are rich enough to reward its approach.