Automation Integration · head to head
Autonoly vs Stacker

Autonoly
Automation Integration
AI agents that build and run automation workflows from plain-English prompts
- From
- Free
- Rated
- -

Stacker
No-Code
Permissioned portals over data that stays in Airtable, Salesforce or Postgres
- From
- On request
- Rated
- -
The short version
- Only Autonoly has a free tier, so it costs nothing to try first.
- Each has a real cost: Autonoly pricing is credit-based, so heavy web-scraping or long-running workflows can consume the monthly allowance quickly and require add-on credit packs.; Stacker there is no source export and no self-hosting, so leaving means rebuilding the entire interface and permission model elsewhere, even though the underlying records remain yours.
- They diverge on capability: Autonoly covers Natural language workflow builder, Stacker covers Per-record permissions.
- Prices and features above were last checked on 31 August 2026.
Where they differ
Only the attributes on which Autonoly and Stacker actually diverge.
Identical on both: user rating (Not yet rated).
What each one covers
Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.
Only in Autonoly
- Natural language workflow builder
- Web scraping
- Reports and dashboards
- Python and code execution
- Scheduling
- App integrations
- Workflow analytics
Only in Stacker
- Per-record permissions
- External user portals
- Live connection to the source
- Page and layout builder
- Workflow actions
- Custom domains and branding
- User onboarding
- Role based navigation
What people use each for
The jobs each tool is most often brought in to do.
Autonoly
- Scraping data from websites into spreadsheets or dashboardsnot Stacker
- Generating scheduled Excel and PDF reports automaticallynot Stacker
- Chaining multi-step workflows across business appsnot Stacker
- Running Python scripts and lightweight ML pipelines on a schedulenot Stacker
- Sending automated alerts and notifications to Slack, Discord, or emailnot Stacker
Stacker
- Giving clients a login that shows only their own records inside an internal Airtable basenot Autonoly
- Contractor or franchisee portals where each account must see one slice of a shared datasetnot Autonoly
- Replacing a spreadsheet emailed to partners with a permissioned live view of the same datanot Autonoly
- Putting a usable interface on a Salesforce or Postgres dataset for users who should never see the underlying systemnot Autonoly
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Autonoly
- Pricing is credit-based, so heavy web-scraping or long-running workflows can consume the monthly allowance quickly and require add-on credit packs.
- The free plan allows 1,000 credits and three concurrent workflows a month, which is enough to trial the product but not to run anything continuously.
- No published mobile apps (iOS/Android); the platform is web-based only.
- Company details such as founding date, founders, and team size are not disclosed on the site, making it harder to evaluate the vendor's track record.
- As an AI-agent-driven scraper/executor, reliability on sites with aggressive bot protection or frequently changing layouts may vary compared to purpose-built RPA tools.
Stacker
- There is no source export and no self-hosting, so leaving means rebuilding the entire interface and permission model elsewhere, even though the underlying records remain yours.
- Performance is bounded by the data source, so an Airtable base near its row limit or an API under rate limiting produces a slow portal that no amount of Stacker configuration will fix.
- Pricing distinguishes internal editors from external portal users, so a portal that succeeds by adding hundreds of light-touch external users can end up costing more than the internal system it fronts.
- Custom logic is limited to the actions and conditions the builder exposes, so anything resembling a calculation engine or a branching multi-step approval hits a wall and needs an external automation tool bolted on.
- It is a portal and CRUD tool by design, with no offline mode, no native mobile application and no real reporting layer, so it will not be the only system a growing operation runs.
Pricing, plan by plan
Autonoly
Free- FreeFree
- 1,000 credits/month
- 3 concurrent AI agent workflows
- Community support
- Starter$29/month
- 10,000 credits/month
- 5 concurrent workflows
- 3 parallel agents
- Growth$59/month
- 30,000 credits/month
- 15 concurrent workflows
- 5 parallel agents
- Pro$99/month
- 60,000 credits/month
- 50 concurrent workflows
- 15 parallel agents
Stacker
On request- Stacker$undefined/month
- Priced by workspace tier with caps on apps and users
- External portal users charged differently from internal editors
- Higher tiers add permission depth and support
Which should you pick?
Choose Autonoly if
- You need natural language workflow builder.
- You want to start without paying.
- You work on web, api.
- You also want web scraping.
Questions people ask
- Is Autonoly or Stacker better?
- Neither clearly leads. Autonoly starts at Free and Stacker at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Autonoly or Stacker?
- Autonoly has a free tier; the other does not. Paid plans start at Free for Autonoly and On request for Stacker.
- Does Autonoly or Stacker run on more platforms?
- Autonoly runs on web, api. Stacker runs on Web.
- Can I use Autonoly for free?
- Yes. Autonoly has a free tier, so you can try it without paying. Stacker starts at On request.
- What is Autonoly best used for?
- Autonoly is most often used for scraping data from websites into spreadsheets or dashboards, generating scheduled excel and pdf reports automatically, chaining multi-step workflows across business apps, running python scripts and lightweight ml pipelines on a schedule. Of those, scraping data from websites into spreadsheets or dashboards and generating scheduled excel and pdf reports automatically are not what Stacker is typically brought in for.
- What can Autonoly do that Stacker cannot?
- Autonoly covers Natural language workflow builder, Web scraping, Reports and dashboards, Python and code execution. Stacker covers Per-record permissions, External user portals, Live connection to the source, Page and layout builder.
Answered from the vendors’ own pages
Autonoly: How does Autonoly charge?
By credits rather than per task. Free covers 1,000 credits a month, Starter is $29, Growth $59 and Pro $99, with Enterprise priced on application. Simple actions cost 1 to 3 credits and advanced AI operations 5 to 15.
SourceStacker: Where does my data live?
In the source you connect: Airtable, Salesforce, HubSpot, Google Sheets or your own Postgres. Stacker reads and writes to it rather than becoming the system of record.
Autonoly: Is there a free plan?
Yes. It includes 1,000 credits a month and three concurrent AI agent workflows, with community support. No card is required to start.
SourceStacker: Can I export the app if I cancel?
No. The data stays in your source system, but the interface, permissions and workflows are Stacker configuration and do not come with you.
Autonoly: What happens if I run out of credits?
Autonoly notifies you and suggests optimisations rather than stopping outright: you can upgrade at any time, or have non-critical workflows paused automatically until the allowance resets.
SourceStacker: Is it suitable for hundreds of external users?
Technically yes; check the pricing arithmetic first, because external portal users are charged separately and that is where the bill grows.
Autonoly: Can I change plan partway through a month?
Yes. Upgrades and downgrades take effect immediately and billing is prorated. Autonoly also offers 50% off paid plans for nonprofits.
SourceStacker: Will it replace Airtable?
No, it sits in front of Airtable. If the base itself is at its limits, the fix is moving the data to Postgres rather than changing the portal.
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