# Gumloop vs Riter

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

| Metric | [Gumloop](https://openaitools.app/tool/gumloop) | [Riter](https://openaitools.app/tool/riter-app) |
| :--- | :--- | :--- |
| Website URL | https://www.gumloop.com | https://riter.app |
| Categories | AI Workflow, No-Code&Low-Code, AI Agent, AI Web Scraping | AI Copywriting, Headlines AI, AI UX Design |
| Pricing Model | Freemium, Paid, Contact for Pricing | Freemium |
| Monthly Visits | 379,557 | 0 |
| MoM Growth Rate | -21.1% | 0% |
| Primary Market | United States | Global |
| Direct Visits | 125,579 | 0 |
| Review Score | 4.4 | 3.9 |
| Saved Count | 0 | 1 |
| 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)

## Riter

Riter has evolved from a UX-copy generator into a focused workspace for people writing a book. The product's core premise is that a good book carries a perspective worth sharing, and that generic or unsupported prose weakens it. Instead of flooding a draft with machine-written filler, Riter aims to draw on what you already know — your ideas, voice and experience — and help you develop that original thinking into a coherent manuscript.

The workspace walks through the whole arc of a book project. You begin by building a foundation from author and book interviews, spoken thoughts and selected writing. From there, assistance with outlines, chapters and research helps you develop an argument, a story or the frameworks of a technical book, with every suggested change left for you to review. A chapter workspace puts notes beside your draft, and you can export a chapter or the whole book to Markdown when you want to take it elsewhere.

Feedback in the preview is deliberately honest about its own limits. Voice, originality, accuracy and continuity each have a separate state, and some read as unavailable rather than pretending to be precise measurements. The preview does not compare your draft against your own past writing, and the site states plainly that these checks do not establish authorship, detect plagiarism or verify facts. Under the surface sits an ambitious product vision that includes book design as well as Word and PDF manuscript exports, but the company is explicit that the currently available free writing preview is only a first slice of that larger picture.

**Pricing & Plans:** Riter is listed at a single price of $12 per month or $120 per year with nothing held back behind a higher tier. The site notes that nothing is charged yet during the alpha, and that you will be asked before any charge is made. A free writing preview is available via Google sign-in, with work stored locally in your browser rather than synced to an account.

- **Author-grounded foundation:** Start from author and book interviews, spoken thoughts and selected writing so your manuscript is grounded in your own experience, purpose and intended reader.
- **Chapter-by-chapter development:** Get help shaping outlines, chapters and research trails while keeping every change open to your own review and approval.
- **Drafting and notes workspace:** Work in a browser editor with chapters, notes beside your draft, and a wording review that flags patterns for you to consider.
- **Separate feedback signals:** See separate states for voice, originality, accuracy and continuity, presented honestly as review signals rather than measured scores.
- **Markdown export:** Export a chapter or the entire book to Markdown so you can take your work to other tools or editors.

**Strengths:** Purpose-built for long-form book writing instead of generic content generation; Strong emphasis on keeping the author's own voice and judgement in control; Transparent, honest feedback states that avoid overclaiming precision; Simple single-tier pricing with no feature gating behind expensive plans

**Limitations:** Still in an early alpha phase, and much of the advertised author experience is labeled as product vision rather than shipped functionality; Writing is stored only in the local browser on the device used, with no account-based sync or backup yet; Some feedback states (voice, accuracy, continuity) show as unavailable and do not convert into real measurements; No team collaboration or cloud export pipeline is fully delivered beyond Markdown chapter export in the preview

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

## Frequently Asked Questions

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

Gumloop has 379,557 monthly visits, while Riter has 0. 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%; Riter 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. Riter: Freemium. Riter is listed at a single price of $12 per month or $120 per year with nothing held back behind a higher tier. The site notes that nothing is charged yet during the alpha, and that you will be asked before any charge is made. A free writing preview is available via Google sign-in, with work stored locally in your browser rather than synced to an account.

## 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 | [Aithor](https://openaitools.app/tool/aithor) | 345,936 | +11.8% | Freemium | AI academic writer with real sources and automatic citations | [.md](https://openaitools.app/tool/aithor.md) |
| 8 | [Dabble](https://openaitools.app/tool/dabble-book-writing-software) | 286,774 | -26.3% | Free Trial, Paid | Book writing software that keeps your whole novel in one place | [.md](https://openaitools.app/tool/dabble-book-writing-software.md) |
| 9 | [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) |
| 10 | [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) |

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

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