kitio.aiGumloop vs Prowork by Parabola
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Gumloop starts at $37/mo and Prowork by Parabola starts at See pricing page. Check both pricing pages for current plans.
At a glance
Best for
Pricing model
Starting price
Free plan
Made by
Based in
Rating
Key features
- No-code agent builder
- Slack and email triggers
- Workflow canvas
- Approval steps
- Bring your own API key
- Natural-language flow building
- Inspectable data steps
- Interactive report artifacts
- Slack reporting
- Integrations with ops tools
- Reusable flows
| Feature | Gumloop | Prowork by Parabola |
|---|---|---|
| Best for | AI agent platform for business teams with unlimited seats | AI workspace that builds reports and runs ops processes you can inspect |
| Category | Agents & automation | Agents & automation |
| Pricing model | Free trial | Freemium |
| Starting price | $37/mo | See pricing page |
| Free plan | No, 14-day trial | Yes |
| Made by | Gumloop | Parabola |
| Based in | United States | United States |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
Gumloop starts at $37/mo and Prowork by Parabola starts at See pricing page. Check both pricing pages for current plans.
Free plan
Cheapest paid plan
Top plan
Free trial
2 plans
Pro
$37/mo
- Starting price
- Unlimited agents
- 20k credits/month
- 35+ models, bring your own keys
Enterprise
Custom
- Custom credits
- Custom model proxy support
- Orchestration fee discounts
Prices in USD, checked Oct 28, 2026 or later. Plans change often, so confirm on each tool's site before you buy.
Pros and cons
Gumloop
- Unlimited seats on every plan
- Agents usable from Slack
- Good for scraping and enrichment flows
- No free plan
- Credit costs vary with model choice
- Extra fee on agent usage
Prowork by Parabola
- Logic is visible at every step
- Handles messy multi-system data
- Free plan to start
- Flows can be rerun
- Credit-based pricing is hard to predict
- Plan prices not shown in the evidence
- Geared to operations rather than general use
Which one should you choose?
Choose Gumloop if you want:
- Unlimited seats on every plan
- Agents usable from Slack
- Good for scraping and enrichment flows
Watch out: no free plan.
Choose Prowork by Parabola if you want:
- Logic is visible at every step
- Handles messy multi-system data
- Free plan to start
Watch out: credit-based pricing is hard to predict.
Gumloop vs Prowork by Parabola FAQ
What is the difference between Gumloop and Prowork by Parabola?
Gumloop: AI agent platform for business teams with unlimited seats. Prowork by Parabola: AI workspace that builds reports and runs ops processes you can inspect. Both are agents & automation tools.
Is Gumloop or Prowork by Parabola cheaper?
Gumloop starts at $37/mo and Prowork by Parabola starts at See pricing page. Check both pricing pages for current plans.
Do Gumloop and Prowork by Parabola have free plans?
Gumloop: No, 14-day trial. Prowork by Parabola: Yes.
Who makes Gumloop?
Gumloop is made by Gumloop, based in United States.
Who makes Prowork by Parabola?
Prowork by Parabola is made by Parabola, based in United States.
Which should I choose, Gumloop or Prowork by Parabola?
Choose Gumloop if you value unlimited seats on every plan and agents usable from slack. Choose Prowork by Parabola if you value logic is visible at every step and handles messy multi-system data.