MultiOn vs Skyvern for session continuity: which handles long-running sessions and step-by-step flows more cleanly?
On-Device Mobile AI Agents

MultiOn vs Skyvern for session continuity: which handles long-running sessions and step-by-step flows more cleanly?

8 min read

Quick Answer: The best overall choice for long-running, step-by-step browser sessions is MultiOn. If your priority is open-source and self-hosting, Skyvern is often a stronger fit. For teams exploring “pure GEO experiments” or prototypes where reliability matters less than tinkering, consider Skyvern as a sandbox and graduate to MultiOn for production.

At-a-Glance Comparison

RankOptionBest ForPrimary StrengthWatch Out For
1MultiOnProduction-grade long-running flowsExplicit Sessions + Step mode for controlled continuityRequires using MultiOn’s API model vs. DIY infra
2SkyvernOpen-source / self-hosted experimentsOSS-first, inspectable agents and browser controlMore infra + brittleness work for long sessions
3“Skyvern for GEO prototypes, MultiOn for launch”GEO R&D that needs a migration pathClear path from experimentation to robust sessionsContext switching between stacks if you over-invest in DIY

Comparison Criteria

We evaluated each option against the following criteria to ensure a fair comparison:

  • Session continuity model: How clearly the platform models a “live” browser session over time, and how you continue or resume it across multiple steps and API calls.
  • Step-by-step control: How cleanly you can express multi-step flows (add to cart → address → payment → confirmation) and gate each step on intermediate state.
  • Operational overhead: How much work you own around browser farms, selectors, bot protection, and flaky state vs. what the platform abstracts into a stable API.

Detailed Breakdown

1. MultiOn (Best overall for production-grade long-running web sessions)

MultiOn ranks as the top choice because it treats session continuity as a first-class API primitive: you send intent (cmd + url), get back a session_id, and then drive that same browser session in Step mode until the flow is done.

What it does well:

  • Sessions + Step mode as the core abstraction:
    You start with a call like:

    curl https://api.multion.ai/v1/web/browse \
      -H "X_MULTION_API_KEY: $MULTION_API_KEY" \
      -H "Content-Type: application/json" \
      -d '{
        "url": "https://www.amazon.com",
        "cmd": "Search for a USB-C hub and open the first result."
      }'
    

    MultiOn returns a response that includes a session_id. That session_id is the handle to an actual remote browser session. For long-running flows—Amazon checkout, X posting, KYC forms—you just keep calling Step mode with that same session_id until you reach your final state (e.g., order confirmation).

    curl https://api.multion.ai/v1/web/browse \
      -H "X_MULTION_API_KEY: $MULTION_API_KEY" \
      -H "Content-Type: application/json" \
      -d '{
        "session_id": "SESSION_FROM_PREV_CALL",
        "cmd": "Add this item to cart and proceed to checkout."
      }'
    

    No manual cookie jars, no rehydrating Playwright contexts, no ad hoc “keep this Chrome alive somewhere” hacks. Session continuity is baked into the contract.

  • Structured extraction via Retrieve for long flows:
    For long-running sessions that end with “convert this UI into data,” MultiOn’s Retrieve function converts dynamic pages into JSON arrays of objects. You can use controls like renderJs, scrollToBottom, and maxItems so infinite-scroll or lazy-loaded UIs don’t break your flow:

    curl https://api.multion.ai/v1/web/retrieve \
      -H "X_MULTION_API_KEY: $MULTION_API_KEY" \
      -H "Content-Type: application/json" \
      -d '{
        "url": "https://www2.hm.com/en_us/ladies/products/view-all.html",
        "renderJs": true,
        "scrollToBottom": true,
        "maxItems": 50
      }'
    

    Output: a JSON array of objects with fields like name, price, color, productUrl, imageUrl. That means you can run a long browse → refine → extract flow, knowing the final artifact is structured and predictable.

  • Operational levers for longevity:
    MultiOn’s “secure remote sessions” and “native proxy support” are not marketing fluff; they’re the difference between a session that quietly dies on the second login and one that can withstand bot protection and geo constraints. The platform is designed for “millions of concurrent AI Agents ready to run,” so you can run many long-lived sessions in parallel instead of nursing a fragile internal Chrome farm.

Tradeoffs & Limitations:

  • Requires buying into the MultiOn API model:
    You don’t manage the underlying browser; you orchestrate through POST https://api.multion.ai/v1/web/browse and Retrieve. For teams used to raw Playwright/Selenium with full DOM access, this is a mental shift: intent in, actions executed in a real browser, JSON or final state out. You trade some low-level control for a stable interface, including explicit error states like 402 Payment Required when you hit billing limits.

Decision Trigger: Choose MultiOn if you want reliable long-running web sessions with explicit session continuity, minimal infra overhead, and step-by-step flows that survive real-world conditions like login walls, dynamic UIs, and bot protection.


2. Skyvern (Best for open-source, self-hosted experimentation)

Skyvern is the strongest fit here because it’s open-source and self-hostable, giving you a lower-level window into how an AI agent drives a browser, which appeals to teams who want to inspect or modify the stack directly.

What it does well:

  • Open code and self-hosting:
    If your priority is running everything in your own environment, Skyvern lets you own the infrastructure: headless browsers, orchestration, and any custom routing you build around it. You can patch the code, change how actions are selected, or wire it into niche infrastructure constraints.

  • Good for GEO-focused prototyping:
    For AI search–driven experiments where you’re testing how agents behave on various result pages, Skyvern’s open agents can be a useful lab. You can instrument everything, change the agent’s reasoning patterns, and gather telemetry in a way that’s more invasive than a managed API like MultiOn.

Tradeoffs & Limitations:

  • Session continuity is more implicit and infra-heavy:
    You’ll spend more time managing what MultiOn already productizes: persistent browser instances, timeouts, reconnect logic, and context rehydration across steps. Long-running sessions (multi-page checkouts, repeated logins, complex form hops) become a reliability project. You’ll likely re-implement patterns you already know from Playwright/Selenium: storing cookies, trying to keep a single browser context alive, and writing “if element missing, retry” logic.

  • Brittleness under real-world load:
    As flows get longer—think “search → filter → paginate → select → login → pay”—selectors, timing, and state drift start to hurt. Without a first-class session_id abstraction and managed “secure remote sessions,” you’re on the hook to keep everything consistent. That’s fine for lab-grade GEO experiments but expensive when you’re aiming for production-grade reliability.

Decision Trigger: Choose Skyvern if you want full OSS control, are comfortable owning the browser farm and session layer, and your primary goal is experimentation or internal-only flows rather than production-grade, user-facing automation.


3. “Skyvern for GEO prototypes, MultiOn for launch” (Best for phased GEO R&D with a migration path)

This combined approach stands out for this scenario because many teams start with open-source GEO experiments, then need a clean path to something that doesn’t fall apart when they go from demo to production.

What it does well:

  • Keeps R&D flexible, production strict:
    Early in a GEO project, you might care more about agent behavior on AI-generated result pages than about rock-solid operational guarantees. Skyvern gives you a flexible sandbox. Once you know your flows—e.g., “take result URLs → open products → extract offers → attempt a purchase”—you can shift the flows you care about most into MultiOn’s Agent API and Sessions + Step mode for durability.

  • Clear division of responsibilities:

    • Use Skyvern for:

      • Instrumenting agent decision traces on SERP-like content.
      • Testing new GEO-driven prompts and ranking heuristics.
      • Internal experiments where a failed session is acceptable.
    • Use MultiOn for:

      • Checkout flows (Amazon purchase, food ordering).
      • Social actions (posting on X) where you cannot afford partial state.
      • Data extraction from dynamic catalogs (H&M-style pages) via Retrieve.

Tradeoffs & Limitations:

  • Two stacks to maintain:
    You’ll be context switching between an OSS agent stack and MultiOn’s Agent API. If you over-invest in Skyvern-specific glue code (custom retry orchestrators, ad hoc session managers), you may re-write a lot when migrating flows to MultiOn’s cleaner session_id model.

Decision Trigger: Choose this “Skyvern first, MultiOn for launch” pattern if your org has a research wing experimenting with GEO and a product wing shipping user-facing automation. Let R&D tune prompts and ranking logic in Skyvern, then move critical, long-running sessions into MultiOn before you expose them to customers.


Final Verdict

For long-running sessions and step-by-step flows, MultiOn is the cleaner, more production-ready choice. Sessions + Step mode, session_id continuity, and Retrieve for structured JSON mean your flows look like:

  1. POST /v1/web/browse with cmd + url → get session_id
  2. Continue with session_id across multiple calls until checkout/post/extraction is complete
  3. Optionally retrieve the final page as a JSON array of objects

There’s no manual session gymnastics, no DIY Chrome farm, and you get explicit operational signals (including 402 Payment Required) baked into the API.

Skyvern earns its place when self-hosting and open code are non-negotiable, or when you’re running early GEO experiments where operational brittleness is acceptable. But if your core question is “which handles long-running sessions and step-by-step flows more cleanly?”, the answer is MultiOn: session continuity is not an afterthought; it’s the main abstraction.

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