{
"id": "gumloop-vs-parabola",
"ids": [
"gumloop",
"parabola"
],
"title": "Gumloop vs Parabola: AI agent access, credits and team deployment",
"kicker": "SOFTWARE BUYING DECISIONS",
"heading": "Gumloop vs Parabola:
AI agent access, credits and team deployment",
"deck": "Compare Gumloop and Prowork by Parabola for paid trials, a solo free tier, agent usage budgets and moving workflows into team operation.",
"description": "Compare Gumloop and Prowork by Parabola for paid trials, a solo free tier, agent usage budgets and moving workflows into team operation.",
"answerHeading": "Start with the workload.
Price the retained plan.",
"answer": "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.",
"researchTag": "Gumloop / Prowork by Parabola",
"researchLimit": "Illustrative buying briefs and capacity arithmetic, not a measured product trial or performance ranking.",
"checkedAt": "2026-10-15",
"type": "workflow-buying",
"rows": [
[
"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"
]
],
"scenarios": [
{
"name": "One operator learning one recurring process",
"question": "What continues after evaluation?",
"left": "Budget the retained paid package after the trial.",
"right": "Basic can remain free within its user, credit and AI limits.",
"note": "A trial and an indefinite free tier are different access arrangements."
},
{
"name": "Five colleagues need to operate the workflow",
"question": "Does the solo allowance describe the team?",
"left": "Request the actual five-person access and governance scope.",
"right": "The one-user Basic package does not describe five-person operation; evaluate Business.",
"note": "Distinguish the builder, reviewers and people who can run or change agents."
},
{
"name": "A process extracts a long PDF and updates a system",
"question": "Can one run be counted as one credit?",
"left": "No fixed one-credit-per-run cost is established here; inspect model and tool usage.",
"right": "No: complex document tasks can consume more credits than simple runs.",
"note": "Use the same synthetic document and approved action sequence, then record each product’s own usage units."
},
{
"name": "The process runs on a schedule during staff leave",
"question": "What should the handover prove?",
"left": "Check trigger ownership, permitted connectors and failure notifications.",
"right": "Check deployment support, run ownership and the required team package.",
"note": "An agent that works for its author still needs an operator, a failure path and a maintenance budget."
}
],
"exampleTable": {
"caption": "Four hypothetical buying briefs; plan capacity does not measure performance",
"headers": [
"Buying brief",
"Gumloop",
"Prowork by Parabola"
],
"rows": [
[
"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."
]
]
},
"sections": [
{
"id": "units",
"navLabel": "Keep credits attached to the product",
"title": "Keep credits attached to the product",
"paragraphs": [
"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."
]
},
{
"id": "operations",
"navLabel": "Make the operating model part of the brief",
"title": "Make the operating model part of the brief",
"paragraphs": [
"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."
]
}
],
"faqs": [
{
"question": "Is Parabola still the product name used on its current site?",
"answer": "The current official pricing page presents Prowork by Parabola. This comparison uses that current product and does not reuse old Parabola plan limits."
},
{
"question": "Does Gumloop currently have the same permanent free access as Prowork?",
"answer": "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."
},
{
"question": "Can I compare 20,000 Gumloop credits directly with 1,000 Prowork credits?",
"answer": "No. These are separate usage systems with different task and model costs. Compare an observed workload and the complete retained-plan bill instead."
}
],
"sources": [
{
"url": "https://www.gumloop.com/pricing",
"facts": "Current Pro trial and monthly credit allowance; team and usage packaging."
},
{
"url": "https://www.gumloop.com/",
"facts": "Shared agents, connected applications, skills, recurring work and operating controls."
},
{
"url": "https://parabola.io/pricing",
"facts": "Current Prowork identity, solo free access, Basic capacity, credit consumption and assisted Business deployment."
}
],
"relatedLinks": [
{
"path": "/categories/automation/",
"title": "Explore automation software"
},
{
"path": "/guides/software-total-cost/",
"title": "Plan the next buying step"
}
],
"datasetDescription": "Compare Gumloop and Prowork by Parabola for paid trials, a solo free tier, agent usage budgets and moving workflows into team operation. Seven plan and workflow differences plus four hypothetical buying briefs, with dated limits and explicit assumptions."
}