Flow Like is live · free plan, paid from €19/mo · last verified 6 Nov 2026 · viability healthy

Flow Like

Flow Like

Source-available visual workflow builder with Model Context Protocol agents, time-series forecasting, and free local Studio.

72/100Safe BetFree · from €19/moFreemium

Flow-Like makes the most sense when your blocker is orchestrating agents across your own data with an audit trail you can hand to compliance. The economics are honest: free local Studio with unlimited runs, cloud plans billed per account rather than per seat, and FlowPilot able to run on the Copilot, Codex, or Claude Code subscription you already pay for. It is a 0.1.x beta — pilot it, don't bet payroll on it.

Verdict generated

Verified 8d ago · liveness 72/100 · cite: rightaichoice.com/tools/flow-like

Best for
  • IT and operations teams consolidating Zapier, n8n and Retool into one governed platform
  • Data engineers who want ontologies, lineage and workflows in a single environment
  • AI builders prototyping multi-step agents with permissions, memory and audit trails
  • Organisations that need self-hosted or air-gapped deployment for EU AI Act or SOC 2 work
Not ideal for
  • Anyone wanting a no-code tool with zero technical overhead or code exposure
  • Teams that need a deep pre-built connector library and template gallery on day one
  • Organisations unwilling to run a 0.1.x beta on business-critical processes
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IntermediateDesktop Studio installs and runs a first local workflow in about 15 minutes, with no subscription. A hosted Premium account with a working cloud workflow and one app usually takes an afternoon. The heavier lift is Data Studio: a usable ontology over existing company data is a multi-day modelling exercise, not a setup step.Web · Mobile · Desktop · APIAPI availableVerified 8d ago
Pricing
Free · from €19/mo
FreemiumFree tier5 plans6 hidden costs
Learning curve
Intermediate
Desktop Studio installs and runs a first local workflow in about 15 minutes, with no subscription. A hosted Premium account with a working cloud workflow and one app usually takes an afternoon. The heavier lift is Data Studio: a usable ontology over existing company data is a multi-day modelling exercise, not a setup step.
Runs on
WebMobileDesktopAPI
API available · 15 integrations
Who it's for
Operations lead at a 200-person manufacturerData engineer consolidating automation toolingAI builder prototyping a company assistant
Live sentiment
Is Flow Like actually worth it?

We scan live Reddit threads, YouTube comments, X posts, G2 reviews and other communities — and hand you an honest verdict in under a minute.

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  • Real pros & cons from real users
  • Attributed quotes with receipts
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Skip it if

Skip Flow-Like if you need a mature, fully documented platform with a deep connector library and no appetite for a 0.1.x beta on production processes.

Skip-it-if note generated
The 30-second take
Biggest gripe

Cloud runtime counts time your workflow spends waiting on network or model responses, so API-heavy runs burn the 20 h/month Premium allowance faster than wall-clock suggests.

Price reality

Per-account pricing suits teams that would otherwise pay per seat: Free is €0 with unlimited local runs, Premium €19/mo, Pro €59/mo and Max €200/mo, with annual billing at €190, €590 and €2,160 respectively. A 20-person team on Premium pays less than most per-seat automation tools charge for three seats — but self-hosted n8n is free and Retool bills per user, so compare on total governance effort, not sticker price.

Generated

In short

Flow Like — Source-available visual workflow builder with Model Context Protocol agents, time-series forecasting, and free local Studio. Best for IT and operations teams consolidating Zapier, n8n and Retool into one governed platform, Data engineers who want ontologies, lineage and workflows in a single environment, AI builders prototyping multi-step agents with permissions, memory and audit trails. Free to start; paid plans from €19/mo.

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What is Flow Like?

Flow Like — Source-available visual workflow builder with Model Context Protocol agents, time-series forecasting, and free local Studio. Best for IT and operations teams consolidating Zapier, n8n and Retool into one governed platform, Data engineers who want ontologies, lineage and workflows in a single environment, AI builders prototyping multi-step agents with permissions, memory and audit trails. Free to start; paid plans from €19/mo.

FreemiumIntermediateAPI availableWeb · Mobile · Desktop · API

Flow-Like is a source-available platform that bundles four things people usually buy separately: a drag-and-drop workflow engine, an AI agent assistant called FlowPilot that executes multi-step requests across your apps and data, a data layer for building ontologies and querying terabytes, and a governed runtime with audit trails. The intent is that a prompt produces a working app — interface, logic, data model, and access policies — and you can still drop into typed FlowScript afterwards when the visual canvas runs out of road. It targets IT and ops teams consolidating their automation stack, data engineers who want lineage and workflows in one place, and organisations that need self-hosted or air-gapped deployment for EU AI Act or SOC 2 work. The recent release cadence is engineering-heavy rather than surface polish. Beta 0.1.12 shipped BPMN import, 91 geometry nodes, deeper FlowPilot workflow checks, persistent undo, and simpler self-hosting. Data Studio now carries time-series forecasting through TimesFM 2.5, Chronos-2, Toto 2, TinyTimeMixer, and Timestral, with historical evaluation and saved predictions you can route into workflows. EmbeddingGemma 2 powers local multimodal search across text, images, audio, and video in one shared embedding space, and a new WebAssembly canvas renderer keeps large graphs navigable as you zoom. Two additions are easy to miss but change what the tool is for. Craft browsers and editors open CAD models, cut video, and edit PowerPoint and Word documents inside Flow-Like, then pass the result to a workflow. And claiming an @flow-like.me address turns inbound mail into tasks, document processing, or replies. Industrial IoT connectors for controllers, sensors, fieldbuses, and message brokers do the same for factory-floor signals. The pitch is consolidation, not depth. Against n8n and Zapier the connector catalogue is thinner; against Retool the internal-app polish trails. What those competitors don't hand you is an ontology,

Key features

  • Visual drag-and-drop workflow builder with typed FlowScript source editable as code
  • FlowPilot assistant runs one request across apps, data, workflows, email and calendar
  • App Builder turns a described outcome into an app with interface, logic, data model and permissions
  • Time-series forecasting in Data Studio via TimesFM 2.5, Chronos-2, Toto 2, TinyTimeMixer and Timestral
  • EmbeddingGemma 2 local search across text, images, audio and video in one embedding space
  • Craft browsers and editors open CAD models, cut video, edit PowerPoint and Word, then route into workflows
  • Claim an @flow-like.me address to turn inbound email into tasks, document processing or replies
  • BPMN import plus 91 geometry nodes and persistent undo (Beta 0.1.12)
  • Deep learning and ML nodes for trainable vision, sensor forecasting and anomaly detection
  • AI training agent compares models, tunes features, saves experiments and pushes models into workflows
  • WebAssembly canvas renderer that adapts detail as you zoom through large workflow graphs
  • Industrial IoT connectors for controllers, sensors, fieldbuses and message brokers
  • Data Studio builds ontologies and knowledge graphs and queries terabytes
  • WASM custom nodes in TypeScript, Python, Rust, Go, C#, Java and C++
  • Self-hosting on Docker Compose or Kubernetes, including air-gapped installs

Behind the verdict

We'd reach for Flow-Like when the cost of stitching Zapier, Retool, and a separate data store has become the problem, and when someone in the room has to sign off on an audit trail. The combination of workflow engine, ontology, permissions, and immutable logs in one runtime is genuinely hard to assemble yourself, and self-hosting or air-gapped installs are first-class rather than an enterprise upsell afterthought. The billing model is the quietly compelling part. Cloud plans are account subscriptions — Premium €19, Pro €59, Max €200 per month — with runtime hours, cloud starts, hosted AI budget, and storage as the meters. If per-seat automation pricing is what stopped you before, four tiers priced by usage rather than headcount changes the arithmetic. Where it bites: connector depth. Teams arriving from n8n or Zapier expecting a thousand templates and a deep library of pre-built triggers will find themselves building nodes. Connector coverage is improving — industrial IoT and message brokers arrived this cycle — but it isn't the reason to pick this. The other caveat is maturity. Beta 0.1.12 is still a 0.1.x release. Ship it against sandboxed or internal processes first, not payroll or invoicing. Persistent undo and the new WASM renderer show the team is fixing the unglamorous parts, which is the right signal, but a beta is a beta. Pick it if you have an engineer who can write FlowScript or a WASM node when the canvas runs out, and if you're comfortable with ontologies as a concept. Pass if you want zero code exposure, or if you need the internal-app polish Retool has spent years on. Closest alternative for the governable-agent angle is probably a self-hosted n8n plus something like LangGraph for the agent layer; Flow-Like's argument is that you get data model,

Models under the hood

EmbeddingGemma 2TimesFM 2.5Chronos-2Toto 2TinyTimeMixerTimestral

as of 2026-11-06

Limitations

  • Flow-Like is still in beta (Beta 0.1.12), so stability and documentation remain in flux.
  • Cloud runtime counts time spent waiting on external services, so API-heavy workflows consume allowance faster than wall-clock time suggests.
  • Hosted AI budget, cloud runtime, cloud starts and storage are separate allowances, and hitting any one of them pauses that type of work.
  • Local execution is free, and using your own models consumes no Flow-Like AI budget; the mobile app is iOS with Android listed as coming soon.

as of 2026-10-19

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Is Flow Like still active?

Flow Like is live · free plan, paid from €19/mo · last verified 6 Nov 2026 · viability healthy.

Viability score

72/100
Safe Bet

How well maintained and how widely used is Flow Like? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this

Recent activity
90
Traction
100
Site health
95
User sentiment
25
What the vendor publishes
40

Last calculated: November 2026

How we score →

What's new in Flow Like

Checked 5 days ago

Across the latest 9 updates: 8 feature updates and 1 changelog entry.

FeatureBlog·26 days agoNewest

WebAssembly canvas renderer for large workflows

New WebAssembly renderer draws the workflow graph and adapts detail as you zoom, keeping the existing editing controls.

FeatureBlog·26 days agoNewest

Time-series forecasting arrives in Flow-Like Data Studio

TimesFM 2.5, Chronos-2, Toto 2, TinyTimeMixer and Timestral added, with Data Studio forecasts, historical evaluation, saved predictions and workflow nodes.

FeatureBlog·26 days agoNewest

Craft browsers and editors added to Flow-Like

Craft browsers and editors let users open CAD models, cut video, and edit PowerPoint and Word documents, then route the result into workflows.

ChangelogBlog·Oct 8

Flow-Like Beta 0.1.12 adds workflow checks and BPMN imports

Beta 0.1.12 ships deeper FlowPilot checks, BPMN import, 91 new geometry nodes, persistent undo, streaming app archives and easier self-hosting.

FeatureBlog·Oct 8

AI training agent takes data to a usable model

Flow-Like's AI training agent compares models, improves features and evaluates the winner, with saved experiments and a path into workflows.

FeatureBlog·Oct 7

EmbeddingGemma 2 live in Flow-Like for multimodal search

EmbeddingGemma 2 powers local search across text, images, audio and video in one shared embedding space.

FeatureBlog·Oct 7

Deep learning and ML nodes bring model training into workflows

New nodes add trainable vision, sensor forecasting, anomaly detection and model deployment inside Flow-Like workflows.

FeatureBlog·Oct 6

Industrial IoT connectors link factory floor to workflows

Flow-Like adds connections for controllers, sensors, fieldbuses and message brokers, turning machine signals into operational data.

FeatureBlog·Oct 3

Agentic mail: workflows get an @flow-like.me address

Users can claim an @flow-like.me address and connect it to a workflow to turn incoming email into tasks, document processing or replies.

What do users say about Flow Like?

What people actually say about Flow Like — is it worth it?

Our community sentiment research written Jul 30, 2026 is more than 90 days old, so it is being re-reviewed against current data and is not shown.

In users’ own words

“I have 1000s of HD wallpapers and i currently use windows 8 Photos app and faststone image viewer to organize and view them... But is there a software where i can see them like [this](http://www.macmania.at/wp-content/uploads/2012/12/coverflow.jpg) Just saw Bonaview, but its coverflow is too slow and UI doesn't look that great.”
chella1cm on Reddit · 2014-08-07
“Control of Meta-Information and Flow Like a River to Gain Your Best Introduction In an era of information overload, the ability to control and manage meta-information—data about data—is a powerful skill. Without structure, ideas can become chaotic, hindering productivity and creativity. However, true mastery is not just about control; it’s about knowing when to let go. Like a river that follows a natural course,…”
Worldly_Evidence9113 on Reddit · 2025-02-04

Real posts from independent users, linked to the source — not testimonials we collected.

How we verified this

Every listed fact about Flow Like — pricing, features, links, status — is re-read from the vendor's own pages by our verification pipeline and each change is logged with a date; the last pass ran on 6 Nov 2026. Analysis is drafted with AI models and checked against our editorial standards before publishing; see how we verify.

Verification history

We have re-verified Flow Like 10 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.

  1. — changed our verdict, description, features, summary, pricing tiers
  2. — changed limitations, models
  3. — changed our verdict, description, summary, pricing tiers, who should skip it
  4. — changed pricing page, limitations
  5. — changed models, limitations, use cases, our verdict, description, pricing fit, who it suits, switching in, who should skip it, setup time, switching out, features, pricing tiers, hidden costs, summary
  6. — changed summary, our verdict, features, integrations, description, pricing tiers

Showing the 6 most recent of 10 verification passes.

Free to cite with attribution — this page re-verifies continuously.

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How much does Flow Like cost in 2026?

Flow Like: Free to start; paid plans from €19/mo. Pricing last verified 6 Nov 2026.

Plans compared

Every published Flow Like tier, its price as the vendor publishes it, who it fits, and what it adds over the tier below. The 12-month cost projection follows.

Flow Like pricing plans compared
PlanPriceBillingWho it's for
FreeFree—Solo builders and evaluators running workflows locally on desktop who want cloud only for a first online test.Adds: Starting tier: €0/mo with unlimited local runs, 30 min cloud runtime, €1/month hosted AI, 1 GB storage, 1,000 cloud starts and 10 private cloud projects.
Premium€19/moVendor: “€19/month”monthlySmall teams putting their first few internal apps online with light cloud traffic.Adds: €19/mo (or €190/year) adds 20 h cloud runtime, €3/month hosted AI, 25 GB storage, 10,000 cloud starts and 200 private projects.
Pro€59/moVendor: “€59/month”monthlyOperations or data teams running regular cloud workflows over larger datasets with published apps.Adds: €59/mo (or €590/year) raises cloud runtime to 60 h, hosted AI to €10/month, storage to 100 GB, cloud starts to 25,000 and unlocks unlimited private projects with 20 concurrent executions.
Max€200/moVendor: “€200/month”monthlyTeams running AI-intensive or high-volume cloud workloads where the €10/month AI budget is the binding constraint.Adds: €200/mo (or €2,160/year) lifts cloud runtime to 150 h, hosted AI to €50/month, storage to 500 GB, cloud starts to 100,000 and concurrency to 50.
EnterpriseCustomquoteRegulated organisations needing agreed capacity, self-hosted deployment, governance terms and support.Adds: Custom: capacity, deployment, governance and support negotiated directly with the vendor rather than bought from the published tiers.

12-month cost

Project the real annual outlay, including the implied monthly cost when only an annual tier is published.

Annual total
Free
Over 12 months
Effective monthly
—
—

Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.

Hidden costs & gotchas

What the public pricing page doesn't put in bold. Captured from pricing-page footnotes, contract terms, and recurring complaints.

  • Cloud runtime counts time your workflow spends waiting on network or model responses, so API-heavy runs burn the 20 h/month Premium allowance faster than wall-clock suggests.
  • Cloud starts and runtime are separate caps: on Pro you get 60 h/month and 25,000 cloud starts/month, and whichever runs out first pauses new cloud work until the allowance renews.
  • Hosted AI is capped by both a money budget and an operation count — Pro gives €10/month and 50,000 AI operations — and both apply to the same request.
  • Runtime, cloud starts and hosted AI allowances renew monthly even on annual subscriptions, but storage and project slots measure current occupancy and never reset.
  • Data you copy into Flow-Like counts against your storage allowance (25 GB on Premium), while data left in your own connected storage does not.
  • Annual billing only saves 17% on Premium and Pro, and 10% on Max (€2,160/year vs €200/mo), so the discount shrinks as you move up tiers.

Where the pricing makes sense

The company stage and team size where Flow Like's pricing actually pencils out — and where peers do it cheaper.

Per-account pricing suits teams that would otherwise pay per seat: Free is €0 with unlimited local runs, Premium €19/mo, Pro €59/mo and Max €200/mo, with annual billing at €190, €590 and €2,160 respectively. A 20-person team on Premium pays less than most per-seat automation tools charge for three seats — but self-hosted n8n is free and Retool bills per user, so compare on total governance effort, not sticker price.

Hidden-cost and price-fit notes generated

Has Flow Like's pricing changed?

No plan price for Flow Like has moved since we began logging in Aug 2026; the pricing page is re-read on every verification pass.

Who should pick Flow Like?

Pick Flow Like if you are IT and operations teams consolidating Zapier, n8n and Retool into one governed platform, Data engineers who want ontologies, lineage and workflows in a single environment, AI builders prototyping multi-step agents with permissions, memory and audit trails, Organisations that need self-hosted or air-gapped deployment for EU AI Act or SOC 2 work.

Look elsewhere if you are Anyone wanting a no-code tool with zero technical overhead or code exposure, Teams that need a deep pre-built connector library and template gallery on day one, Organisations unwilling to run a 0.1.x beta on business-critical processes, Buyers who need a fully polished internal-app builder — Retool still leads there.

Skip it if Skip Flow-Like if you need a mature, fully documented platform with a deep connector library and no appetite for a 0.1.x beta on production processes.

Generated

Real-world workflow fit

Concrete scenarios for the personas Flow Like actually fits — and what changes day-one when you adopt it.

Operations lead at a 200-person manufacturer

Arrives with supplier and machine data spread across PostgreSQL, SharePoint and a fieldbus gateway. Uses Data Studio to model a supplier ontology, Workflow Core to build the intake and approval chain, and App Builder to publish a supply control tower front end.

Outcome: One governed app replaces three spreadsheets and two chat threads, with every approval and agent action visible in the Governance control plane.

Data engineer consolidating automation tooling

Migrates an existing BPMN process model via Beta 0.1.12's BPMN import, extends it with a WASM custom node in Rust, and keeps the whole pipeline editable as typed FlowScript rather than locked in a visual-only canvas.

Outcome: A versioned, code-reviewable pipeline that she can run locally for free and deploy to Kubernetes when it is ready for production traffic.

AI builder prototyping a company assistant

Points Studio FlowPilot at an existing GitHub Copilot or Claude Code subscription, connects a Knowledge Chat to SharePoint and email, and wires hosted and customer-funded models side by side.

Outcome: A working assistant demo that costs nothing in Flow-Like hosted AI budget for the customer-funded calls, so the prototype can run for weeks before any plan upgrade.

Workflow scenarios generated

Use cases

Setup time & first value

How long it actually takes to get something useful out of Flow Like — broken out by persona, not the marketing-page minute.

Desktop Studio installs and runs a first local workflow in about 15 minutes, with no subscription. A hosted Premium account with a working cloud workflow and one app usually takes an afternoon. The heavier lift is Data Studio: a usable ontology over existing company data is a multi-day modelling exercise, not a setup step.

Switching to or from Flow Like

How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.

Migrating in
  • →From Zapier: rebuild each Zap as a Workflow Core graph, keeping credentials in your own connected storage rather than Flow-Like's.
  • →From n8n: export workflows, then recreate the logic visually or as FlowScript; custom n8n nodes map onto WASM custom nodes.
  • →From Retool: use App Builder plus Frontend Builder to replace internal apps, reusing the same Data Studio ontology across them.
  • →From Camunda or another BPMN tool: import existing process diagrams via the BPMN import added in Beta 0.1.12.
Migrating out
  • ↗To n8n: export workflow logic as FlowScript and rebuild as n8n nodes, since connector breadth there is deeper.
  • ↗To Retool: rebuild published apps on Retool if you need a more polished internal-app builder and no ontology layer.
  • ↗To a plain code stack: FlowScript and the WASM node language support leave your logic portable to a self-managed runtime.

Integrations

Microsoft 365Google WorkspaceDatabricksSnowflakeNotionConfluenceJiraGitHubDiscordSlackAirtablePostgreSQLSharePointOpenAIAnthropic

Tutorials & Learning

YouTube returned 6 videos for “Flow Like”, and we withheld 5: 5 did not mention Flow Like. Showing the 1 we can prove is about Flow Like.

Official links

What are the best Flow Like alternatives?

The closest alternatives to Flow Like we list are n8n, Zapier and Factory AI. Ranked by direct product-type match, not category overlap.

Closest alternatives to Flow Like
AlternativePricingStarts atLast verified
n8nFreemiumPricing not published—
ZapierFreemiumPricing not published—
Factory AIContact SalesCustom pricing—

Alternatives to Flow Like

View all
n8n

n8n

n8n is a visual workflow automation platform where AI agents and integrations run on a canvas you can read, trace, and audit.

FreemiumTry
Zapier

Zapier

Zapier connects 9,000+ apps to Claude, ChatGPT, Cursor and Gemini Enterprise through one governed MCP server.

FreemiumTry
Factory AI

Factory AI

No-code AI agent builder with approval gates, role-based access, audit trails, and SOC 2 compliance for regulated back-office workflows

Contact SalesTry

Tools that pair well with Flow Like

Common stack mates teams adopt alongside Flow Like, with the specific reason each pairing earns its keep.

Flow Like vs its closest rival

Flow Like's closest head-to-head is with Spider Cloud — Pick Spider Cloud if your primary need is high-scale web data extraction for AI agents or RAG—its $0.03/1K pages and Silk extraction model deliver unmatched efficiency. Choose Flow Like if you need a unified platform for workflow automation, data pipelines, and AI orchestration with strong governance and self-hosting. They solve different problems: Spider Cloud is a data source, Flow Like is an operating system. Verdict generated

Head-to-head comparisons

Frequently asked questions

For makers of Flow Like

Used Flow Like? Help shape our editorial sentiment research.