# Gumloop vs Harold

Gumloop records 379,557 monthly visits with -21.1% month-over-month growth and Freemium, Paid, Contact for Pricing pricing. Harold records 80 monthly visits with 0% growth and Free Trial, Paid pricing.

| Metric | [Gumloop](https://openaitools.app/tool/gumloop) | [Harold](https://openaitools.app/tool/harold) |
| :--- | :--- | :--- |
| Website URL | https://www.gumloop.com | https://useharold.com |
| Categories | AI Workflow, No-Code&Low-Code, AI Agent, AI Web Scraping | AI ERP, AI Accounting, AI Document Extraction |
| Pricing Model | Freemium, Paid, Contact for Pricing | Free Trial, Paid |
| Monthly Visits | 379,557 | 80 |
| MoM Growth Rate | -21.1% | 0% |
| Primary Market | United States | Türkiye |
| Direct Visits | 125,579 | 31 |
| Review Score | 4.4 | 4 |
| Saved Count | 0 | 0 |
| Supported Platforms | Website | Website |

## Gumloop

Gumloop positions itself as "agent infrastructure" for teams that want AI to execute work rather than just answer questions. You describe a task in plain language, pick a model, attach the connectors your company already uses (Slack, HubSpot, Salesforce, Gmail, Gong, and hundreds more), and the agent runs it — on a schedule, on a trigger, or in a shared chat where colleagues can @mention it. Everything the agent can do is mirrored from what a human would do, including logging into sites with a saved credential, clicking through interfaces, uploading files, and pulling data back out.

A big part of the pitch is governance. Gumloop puts credentials in a vault agents can use without ever seeing, records every browser session step by step with passwords masked, and gives admins role-based access, audit logs, AI spend insights, and per-agent model controls. Multiple providers — Anthropic, OpenAI, Google, xAI and open models — are available side by side, so teams can route cheap work to cheap models and hard reasoning to frontier ones.

Pricing is usage-based with a credit system layered on top of a seat-free plan structure. The Pro tier starts at $37/month and bundles 20,000 credits, unlimited agents and unlimited seats, plus an orchestration fee on top of usage; Enterprise adds custom pricing, VPC options, SSO/SCIM, connector policies and dedicated support. There is a 14-day free trial to start.

**Pricing & Plans:** 14-day free trial; Pro starts at $37/month including 20,000 credits with unlimited agents and seats plus an orchestration fee on usage; Enterprise is custom-priced with contact sales.

- **No-code agent builder:** Describe the outcome you want and let teammates who understand the problem assemble the agent — no scripting or learning curve required.
- **400+ connectors and app triggers:** Wire agents into Slack, HubSpot, Salesforce, Gmail, Gong, NetSuite, Shopify and hundreds more tools, then fire them on schedules, webhooks or events.
- **Real browser with a credential vault:** Agents sign in with saved logins or 1Password, browse from trusted connections, clear CAPTCHAs, and hand the live session to a human when needed.
- **Any model, side by side:** Run 35+ models from Anthropic, OpenAI, Google, xAI and open-source providers, or bring your own API keys, with per-agent access control.
- **Enterprise governance by default:** Session recordings with masked passwords, audit logs, SCIM/SAML, role-based access, AI spend insights and custom data-retention rules.

**Strengths:** Genuinely no-code: non-engineers can ship working agents without touching Python or JSON; Very broad connector library plus a real browser, so agents can reach tools that have no API; Strong enterprise controls — credential vault, masked session recordings, audit logs, RBAC, SSO; Model-agnostic with BYO API keys, which helps control cost and avoid lock-in

**Limitations:** Credit-plus-orchestration-fee pricing can be hard to forecast at high volume; The platform is evolving fast from workflows toward agents, so some docs and legacy features may feel transitional; Unlimited seats means real cost scales with usage rather than headcount, which surprises some buyers; Advanced governance (VPC, policies, dedicated support) sits behind custom Enterprise pricing

[Profile (Markdown)](https://openaitools.app/tool/gumloop.md)

## Harold

Harold is built on a simple premise: most document tools extract text, but few make that text trustworthy. Harold extracts data from invoices, receipts, purchase orders and statements, then applies a rules engine to validate it — checking that totals match subtotals and VAT, that supplier IDs are correct and that every line item adds up — before push to your systems.

The key differentiator is where Harold catches problems. Instead of silently passing half-extracted documents downstream, it flags or fixes issues at the point of entry. A supplier mapping feature lets you map document aliases to your internal supplier IDs once and reuse that mapping forever, and output templates let you shape the export to exactly what your ERP, finance team or Zapier flow expects.

Harold connects via Zapier or a ready-to-import file, and supports newer and legacy ERPs including Sage, Pegasus, SYSPRO and WinMan, as well as spreadsheets and inbox ingestion. Pricing is simple and predictable with a £19/month Founder rate, a £29/month Standard plan, a £79/month Premium tier and an Enterprise option for high-volume processing.

**Pricing & Plans:** Harold uses simple tiered subscriptions: a free start to train your first document, a limited Founder rate at £19/month, Standard at £29/month, Premium at £79/month and Enterprise at £149/month, each with set monthly extraction and automation limits.

- **Document extraction:** AI pulls headers, totals, line items and references from invoices, receipts, purchase orders and statements into structured data.
- **Rules validation engine:** IF checks, formulas and conditional logic catch wrong totals, missing fields and bad supplier IDs, or transform data on the fly.
- **Supplier mapping:** Map any supplier alias on a document to your internal supplier ID once, and Harold applies it automatically from then on.
- **Output templates:** Shape exports to match your ERP, finance team or Zapier flow with CSV, Excel, JSON and webhook output templates.
- **ERP and Zapier integrations:** Connect via Zapier or a ready-to-import file to send clean data into new and legacy ERPs, accounting tools, Excel or Google Sheets.

**Strengths:** Validates data before it reaches accounting systems, not just extracts it; Works with both modern and legacy ERPs plus spreadsheets and Zapier; Supplier mapping and reusable output templates cut repetitive setup; Live pricing and a free way to test with your own documents

**Limitations:** Priced in GBP, which may not suit all international buyers; Document box and automation limits rise only with higher tiers; Setup requires training documents per supplier for best accuracy; No self-serve enterprise features without contacting sales

[Profile (Markdown)](https://openaitools.app/tool/harold.md)

## Frequently Asked Questions

### How do Gumloop and Harold compare in monthly traffic?

Gumloop has 379,557 monthly visits, while Harold has 80. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Gumloop has a month-over-month growth rate of -21.1%; Harold has 0%.

### How does pricing compare?

Gumloop: Freemium, Paid, Contact for Pricing. 14-day free trial; Pro starts at $37/month including 20,000 credits with unlimited agents and seats plus an orchestration fee on usage; Enterprise is custom-priced with contact sales. Harold: Free Trial, Paid. Harold uses simple tiered subscriptions: a free start to train your first document, a limited Founder rate at £19/month, Standard at £29/month, Premium at £79/month and Enterprise at £149/month, each with set monthly extraction and automation limits.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [Manus](https://openaitools.app/tool/manus) | 19,195,779 | -1.7% | Free Trial | Executes autonomous multi-step web browser tasks, offering stronger general agentic execution than Gumloop's structured node pipelines. | [.md](https://openaitools.app/tool/manus.md) |
| 2 | [Zapier](https://openaitools.app/tool/zapier-com) | 5,065,248 | +0.4% | Freemium, Free Trial, Paid | Connects thousands of popular apps with robust traditional automations, but offers less native AI agent flexibility than Gumloop. | [.md](https://openaitools.app/tool/zapier-com.md) |
| 3 | [n8n](https://openaitools.app/tool/n8n) | 4,522,449 | -7.4% | Freemium | Provides powerful open-source node-based workflow automation, giving you more self-hosting control and flexibility than Gumloop. | [.md](https://openaitools.app/tool/n8n.md) |
| 4 | [MindStudio](https://openaitools.app/tool/mindstudio) | 1,793,337 | +14.2% | Contact for Pricing | Provides a visual builder for custom AI agents and workflows, similar to Gumloop's automation capabilities. | [.md](https://openaitools.app/tool/mindstudio.md) |
| 5 | [CREAO](https://openaitools.app/tool/creao) | 619,749 | +39.2% | Freemium | Builds recurring automated business workflows connected to enterprise applications, mirroring Gumloop's integration focus. | [.md](https://openaitools.app/tool/creao.md) |
| 6 | [Taskade](https://openaitools.app/tool/taskade) | 539,714 | -9.4% | Freemium | Combines AI task management with workflow automation, offering a more collaborative workspace than Gumloop's data pipeline focus. | [.md](https://openaitools.app/tool/taskade.md) |
| 7 | [PhantomBuster](https://openaitools.app/tool/phantombuster) | 279,012 | -10.1% | Freemium, Free Trial, Paid | Focuses specifically on cloud web scraping and lead generation automation rather than general AI agent workflows. | [.md](https://openaitools.app/tool/phantombuster.md) |
| 8 | [Tines](https://openaitools.app/tool/tines) | 273,260 | +24.4% | Freemium, Contact for Pricing | Delivers enterprise-grade security and governance for automated workflows, but requires more deliberate setup than Gumloop. | [.md](https://openaitools.app/tool/tines.md) |
| 9 | [Activepieces](https://openaitools.app/tool/activepieces) | 258,553 | +1.5% | Freemium | Offers an open-source automation builder with prebuilt connectors, providing a self-hostable alternative to Gumloop's cloud platform. | [.md](https://openaitools.app/tool/activepieces.md) |
| 10 | [Nanonets](https://openaitools.app/tool/nanonets) | 221,826 | -10.6% | Free Trial, Paid, Contact for Pricing | AI agents that run document-heavy business processes end to end | [.md](https://openaitools.app/tool/nanonets.md) |

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Source: https://openaitools.app/compare/gumloop-vs-harold

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