# AI FIRST vs Gumloop

AI FIRST records 1,332 monthly visits with -18.5% month-over-month growth and Contact for Pricing pricing. Gumloop records 379,557 monthly visits with -21.1% growth and Freemium, Paid, Contact for Pricing pricing.

| Metric | [AI FIRST](https://openaitools.app/tool/ai-first) | [Gumloop](https://openaitools.app/tool/gumloop) |
| :--- | :--- | :--- |
| Website URL | https://aifirst.app | https://www.gumloop.com |
| Categories | AI Agent, AI Assistant, AI Workflow, No-Code&Low-Code | AI Workflow, No-Code&Low-Code, AI Agent, AI Web Scraping |
| Pricing Model | Contact for Pricing | Freemium, Paid, Contact for Pricing |
| Monthly Visits | 1,332 | 379,557 |
| MoM Growth Rate | -18.5% | -21.1% |
| Primary Market | Brazil | United States |
| Direct Visits | 578 | 125,579 |
| Review Score | 4.1 | 4.4 |
| Saved Count | 0 | 0 |
| Supported Platforms | Website | Website |

## AI FIRST

AI FIRST positions itself as mehr than a dashboard vendor: its thesis is that most enterprises already have plenty of data but lack a system that actually decides. The platform connects ERPs, CRMs, documents, sensors, and human knowledge, organises every entity, relationship, and business rule into an ontology, and then lets models and agents reason over that complete picture. Actions are carried out in the systems the company already uses, within limits, approvals, and policies defined by the customer.

The product line is organised into focused pieces. Tars covers autonomous agents that plan, decide, and execute under governance. Gênese is a workspace for creating and conversing with AI agents. New Eden and the Ontology Foundation provide the living ontology — each concept, relationship, and fact linked back to its source and readable by both people and agents.

The company is explicitly localised for Brazil and on-premise or cloud deployments, with auditable actions. It lists target sectors including agribusiness, industry, foreign trade, healthcare, and financial services, and sells through an executive diagnostic that maps opportunities and estimates impact rather than a generic demo.

**Pricing & Plans:** Pricing is not published on the website. AI FIRST sells through a conversation: prospective customers book an executive diagnostic where the team maps the opportunity, estimates impact, and designs a proof of value for their operation. Expect enterprise, quote-based arrangements rather than self-serve plans.

- **Unified operational context:** Connects ERPs, CRMs, documents, sensors, and institutional knowledge so analysis starts from the whole company rather than isolated dashboards.
- **Living business ontology:** New Eden and the Ontology Foundation organise every entity, relationship, and rule, each linked to its source and legible to people and agents alike.
- **Governed autonomous agents:** Tars agents plan, decide, and execute inside defined limits, approval paths, and policies, so autonomy scales without losing authority.
- **Executable decisions, not just insight:** Recommendations are pushed into the systems the business already runs, reducing weeks of analysis to minutes.
- **Auditable and reversible actions:** Every action is designed to be explainable, traceable, and reversible, with cloud or on-premise deployment and data kept in Brazil.

**Strengths:** Tackles the data-to-action gap rather than adding yet another analytics dashboard; Ontology approach keeps AI output grounded in traceable sources; Supports on-premise deployment and keeps data in Brazil, useful for local compliance needs; Governance, approval paths, and reversible actions are built into the agent design

**Limitations:** No public pricing or self-serve sign-up; access starts with a booked diagnostic; Website and much of the positioning are in Portuguese, aimed at Brazilian enterprises; Heavy enterprise onboarding rather than a lightweight tool for individuals or small teams; Detailed technical documentation is limited compared with developer-first AI platforms

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

## 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)

## Frequently Asked Questions

### How do AI FIRST and Gumloop compare in monthly traffic?

AI FIRST has 1,332 monthly visits, while Gumloop has 379,557. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

AI FIRST has a month-over-month growth rate of -18.5%; Gumloop has -21.1%.

### How does pricing compare?

AI FIRST: Contact for Pricing. Pricing is not published on the website. AI FIRST sells through a conversation: prospective customers book an executive diagnostic where the team maps the opportunity, estimates impact, and designs a proof of value for their operation. Expect enterprise, quote-based arrangements rather than self-serve plans. 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.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [Notion](https://openaitools.app/tool/t) | 173,441,670 | +0.1% | Freemium | The AI workspace where teams and agents get work done together | [.md](https://openaitools.app/tool/t.md) |
| 2 | [Salesforce Agentforce (formerly Einstein)](https://openaitools.app/tool/salesforce-einstein) | 111,910,743 | +2.2% | Freemium | Autonomous enterprise AI agents and CRM intelligence powered by Salesforce Data 360 and Atlas. | [.md](https://openaitools.app/tool/salesforce-einstein.md) |
| 3 | [Muse](https://openaitools.app/tool/muse-ai-1) | 45,751,822 | +228.3% | Contact for Pricing | Your personal AI agent from Meta that actually gets things done | [.md](https://openaitools.app/tool/muse-ai-1.md) |
| 4 | [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) |
| 5 | [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) |
| 6 | [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) |
| 7 | [Glean](https://openaitools.app/tool/glean) | 3,301,875 | +0.1% | Contact for Pricing | Enterprise AI grounded in your company's own knowledge | [.md](https://openaitools.app/tool/glean.md) |
| 8 | [Abacus.AI](https://openaitools.app/tool/abacus-ai) | 3,278,636 | -1.7% | Contact for Pricing | An all-in-one AI super assistant for professionals and enterprises | [.md](https://openaitools.app/tool/abacus-ai.md) |
| 9 | [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) |
| 10 | [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) |

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Source: https://openaitools.app/compare/ai-first-vs-gumloop

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