# Gumloop vs SamSearch

Gumloop records 379,557 monthly visits with -21.1% month-over-month growth and Freemium, Paid, Contact for Pricing pricing. SamSearch records 18,534 monthly visits with -5.3% growth and Paid pricing.

| Metric | [Gumloop](https://openaitools.app/tool/gumloop) | [SamSearch](https://openaitools.app/tool/samsearch) |
| :--- | :--- | :--- |
| Website URL | https://www.gumloop.com | https://samsearch.co |
| Categories | AI Workflow, No-Code&Low-Code, AI Agent, AI Web Scraping | AI Search Engine, AI Contract Generator, AI Summarizer, AI Chatbot |
| Pricing Model | Freemium, Paid, Contact for Pricing | Paid |
| Monthly Visits | 379,557 | 18,534 |
| MoM Growth Rate | -21.1% | -5.3% |
| Primary Market | United States | United States |
| Direct Visits | 125,579 | 5,494 |
| Review Score | 4.4 | 4.4 |
| 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)

## SamSearch

SamSearch positions itself as the operating system for government contracting. Instead of a single search box, the platform is organized around six stages of the GovCon lifecycle: Influence (shaping requirements before competitors see them), Capture (finding and qualifying work across federal, SLED and DIBBS markets), Analyze (extracting requirements and building compliance matrices), Manage (running the pursuit through to award), Respond (drafting and submitting responses) and Finance (getting paid faster on won work).

The intelligence layer is driven by AI agents that screen large volumes of solicitations and surface qualified matches. The marketing cites examples such as screening 25,489 opportunities down to 6,969 matches, and screening 11,260 solicitations to identify 226 qualified retail bids. An in-product assistant named "Ask Sammy" answers questions like whether a company meets a small business set-aside, and every extracted requirement is cited back to source. Alongside discovery, the platform supports compliance matrices, proposal drafting, scheduling and stakeholder tracking, teaming and partner matching, and working capital advances against awarded contracts.

SamSearch is sold to small businesses, enterprises, subcontractors, primes and advisors, with industry verticals for software, defense, construction and cybersecurity. Pricing is not published; the platform encourages prospects to request a demo. It reports being rated 4.9/5 on G2 and associated with billions of dollars in won government contracts.

**Pricing & Plans:** Pricing is not published publicly. SamSearch sells via demo request, with plans most likely segmented by company size and seat count. Prospects should contact the vendor for current quotes.

- **AI opportunity screening:** Agents find, read and qualify opportunities across federal, state, local and DIBBS markets, cutting large solicitation volumes down to relevant matches.
- **Requirements extraction and compliance matrices:** Extracts SOW requirements, maps them to Section L/M, and builds a compliance matrix with every extraction cited back to source.
- **AI proposal drafting:** Drafts proposal volumes and RFI responses using company details, UEI and capability narratives to speed up submission.
- **Pursuit management:** Runs the pursuit to award with pipeline tracking, submission milestones, teaming, and task assignment across the team.
- **Ask Sammy assistant:** A conversational assistant that answers questions such as whether you meet a small business set-aside, grounded in your pursuit data.
- **Contract financing:** Surfaces working capital advances against awarded contracts, with partner matching and underwriting support.

**Strengths:** Covers the full lifecycle from intelligence to finance in one system; AI screening reduces huge solicitation volumes to qualified matches; Citations and compliance matrices traceable back to source requirements; Serves federal, SLED and DIBBS markets in a single platform

**Limitations:** No public pricing; requires a demo and sales process; Deep GovCon feature set may be complex for very new contractors; Best value depends on high pursuit volume and team adoption

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

## Frequently Asked Questions

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

Gumloop has 379,557 monthly visits, while SamSearch has 18,534. 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%; SamSearch has -5.3%.

### 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. SamSearch: Paid. Pricing is not published publicly. SamSearch sells via demo request, with plans most likely segmented by company size and seat count. Prospects should contact the vendor for current quotes.

## 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 | [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) |
| 3 | [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) |
| 4 | [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) |
| 5 | [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) |
| 6 | [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) |
| 7 | [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) |
| 8 | [Deep Search](https://openaitools.app/tool/deep-search) | 359,001 | -52.7% | Paid | AI-enriched people profiles built from the public web, with sources you can verify | [.md](https://openaitools.app/tool/deep-search.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-samsearch

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