Gumloop vs Parabola:
AI agent access, credits and team deployment
Compare Gumloop and Prowork by Parabola for paid trials, a solo free tier, agent usage budgets and moving workflows into team operation.
Start with the workload.
Price the retained plan.
Gumloop currently offers a paid Pro product with a trial, while Prowork by Parabola has an indefinite self-serve free tier for a solo operator. Their credits are product-specific units, so the larger allowance does not identify the cheaper workload. Evaluate one repeatable process, its permissions and its measured usage before choosing a team package.
Seven differences that change the shortlist
| Buying question | Gumloop | Prowork by Parabola |
|---|---|---|
| Current product identity | Gumloop business AI agents | Prowork by Parabola |
| Starting access | 14-day Pro trial; then paid | Indefinite self-serve free tier |
| Published entry allowance | Pro includes 20,000 monthly credits | Basic includes one user, 1,000 credits and limited AI |
| How usage grows | Model and tool activity; confirm the run breakdown | Credits consumed by agent runs; complex tasks use more |
| Building versus running | Check model and connector activity in the usage view | Credits apply when agents run, not while building |
| Team adoption | Confirm seats and governance in Pro or Enterprise | Business packages add multi-user deployment and governance support |
| Primary evaluation task | Prove a shared agent’s connected actions and controls | Prove an operational process and its support/ownership requirements |
Four worked buying briefs
These are hypothetical scenarios with explicit assumptions. They do not establish equal capabilities, measured usability or a negotiated price.
| Buying brief | Gumloop | Prowork by Parabola |
|---|---|---|
| One operator learning one recurring process | Budget the retained paid package after the trial. | Basic can remain free within its user, credit and AI limits. |
| Five colleagues need to operate the workflow | Request the actual five-person access and governance scope. | The one-user Basic package does not describe five-person operation; evaluate Business. |
| A process extracts a long PDF and updates a system | No fixed one-credit-per-run cost is established here; inspect model and tool usage. | No: complex document tasks can consume more credits than simple runs. |
| The process runs on a schedule during staff leave | Check trigger ownership, permitted connectors and failure notifications. | Check deployment support, run ownership and the required team package. |
One operator learning one recurring process
What continues after evaluation?
Gumloop: Budget the retained paid package after the trial.
Prowork by Parabola: Basic can remain free within its user, credit and AI limits.
A trial and an indefinite free tier are different access arrangements.
Five colleagues need to operate the workflow
Does the solo allowance describe the team?
Gumloop: Request the actual five-person access and governance scope.
Prowork by Parabola: The one-user Basic package does not describe five-person operation; evaluate Business.
Distinguish the builder, reviewers and people who can run or change agents.
A process extracts a long PDF and updates a system
Can one run be counted as one credit?
Gumloop: No fixed one-credit-per-run cost is established here; inspect model and tool usage.
Prowork by Parabola: No: complex document tasks can consume more credits than simple runs.
Use the same synthetic document and approved action sequence, then record each product’s own usage units.
The process runs on a schedule during staff leave
What should the handover prove?
Gumloop: Check trigger ownership, permitted connectors and failure notifications.
Prowork by Parabola: Check deployment support, run ownership and the required team package.
An agent that works for its author still needs an operator, a failure path and a maintenance budget.
Keep credits attached to the product
Write down the actual business output: for example, extract the same fields from one document and prepare a record for review. Record model choice, input size, retries and connected actions. Those details can change usage even when the workflow diagram appears unchanged.
Run a small authorised pilot and export or record each product’s own usage. Calculate monthly consumption from those observed units and a normal workload, then repeat for a busy month. Do not divide one vendor’s allowance by the other vendor’s credits or present an assumed conversion as a measured saving.
Make the operating model part of the brief
Name who can change agent instructions, who owns each connected account and who checks a failed run. Use sample data to test a missing field, a duplicate input and a rejected downstream action. Require review before any consequential external action in the evaluated workflow.
For a team rollout, request the deployment scope, access controls, support owner and usage budget together. A solo prototype can demonstrate a process without proving that its shared permissions, continuity or support arrangement will work for the whole organisation.
Questions before you choose
Is Parabola still the product name used on its current site?
The current official pricing page presents Prowork by Parabola. This comparison uses that current product and does not reuse old Parabola plan limits.
Does Gumloop currently have the same permanent free access as Prowork?
No continuing free Gumloop package was confirmed on its current pricing page; it offers a 14-day Pro trial. Prowork describes an indefinite self-serve free tier.
Can I compare 20,000 Gumloop credits directly with 1,000 Prowork credits?
No. These are separate usage systems with different task and model costs. Compare an observed workload and the complete retained-plan bill instead.
Keep the assumptions with the figures
Use the date, billing cycle, units and limits with each example. Check current account terms before purchasing. Unverified prices and model costs stay unpriced.
Download the buying examples as JSON ↓Share the comparison
Use these examples when discussing the shortlist with your team.