Agentic Index
Altilia vs Langflow (2026)
Langflow and Altilia both give you a visual canvas for building agentic pipelines, and the honest split is free and open against commercial and governed.
Langflow is MIT licensed, free to self host, with Python extensibility for the parts the canvas cannot express. Altilia is a commercial enterprise platform whose advantage shows up exactly where Langflow's coverage thins: human oversight, memory and certified deployment. Prototype on Langflow; the question is whether what you build there survives a security review.
Choose Altilia if
- Human oversight and approval paths are required, and Langflow documents no coverage there.
- You need certified deployment and a vendor accountable for it.
- Memory and persistence across sessions are part of the design rather than something you bolt on.
Choose Langflow if
- Cost is the constraint: open source and self hosted against an enterprise quote.
- Your engineers want to read and extend the builder itself, not file feature requests.
- You are prototyping and want to move today without a procurement conversation.
| At a glance | Altilia | Langflow |
|---|---|---|
| Category | Agent builder | Agent builder |
| Entry price | Contact sales | Free (OSS, self-host) |
| Free / trial | No public free tier or self serve trial. | Free (OSS MIT) |
| Pricing confidence | contact only | public partial |
| Feature | A Altilia |
L Langflow |
|---|---|---|
| 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 | Full / Explicit |
|
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. |
Partial | 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 | Full / Explicit |
|
Memory & State Persistence Ability to persist context across a run, conversation, workflow, user, team, or longer-term memory layer. |
Partial | No / Not documented |
| Control & trust | ||
|
Human Oversight & Guardrails Approval steps, consent checkpoints, escalation rules, structured guardrails, policy constraints, and pause/resume controls. |
Full / Explicit | No / Not documented |
|
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. |
Full / Explicit | Full / Explicit |
|
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. |
Full / Explicit | Full / Explicit |
| 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. |
Full / Explicit | Full / Explicit |
|
APIs, SDKs & MCP Extensibility Composability layer: stable APIs, SDKs, MCP tool consumption/serving, custom tools, and integration into internal systems. |
Full / Explicit | Full / Explicit |
|
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 | Partial |
Pricing snapshot
Sourced from the Index pricing dataset · open each vendor's profile for full detail.
| Pricing | A Altilia |
L Langflow |
|---|---|---|
|
Entry price Lowest public entry point |
Contact sales | Free (OSS, self-host) |
|
Pricing confidence How public the numbers are |
Contact only | Public — partial |
|
Billing Primary billing axis |
Enterprise license for the platform and agents; specifics undisclosed. | usage |
|
Variable cost Workload / overage exposure |
Medium variable cost | Medium variable cost |
|
Free tier / trial Try before you buy |
No free tier
|
Free tier
|
|
Buying motion Self-serve vs sales call |
Sales call | Mixed |