
Free / Open-sourceThe AI workspace where teams and agents get work done together

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.

The AI operating system for government contracting
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | gumloop.com | samsearch.co |
| Pricing Model | Freemium, Paid, Contact for Pricing | Paid |
| Monthly Visits | 379.56K (379,557) | 18.53K (18,534) |
| MoM Traffic Delta |
| -101.37K (-21.1%) |
| -1.05K (-5.3%) |
| Primary Market & Share | 🇺🇸 United States (36.1%) | 🇺🇸 United States (75%) |
|---|
| Direct Visits / mo | 125.58K | 5.49K |
|---|
| User Rating | 4.4 | 4.4 |
|---|
| Supported Platforms | Website | Website |
|---|
Build, share, and control AI agents that actually do the work
Describe the outcome you want and let teammates who understand the problem assemble the agent — no scripting or learning curve required.
Wire agents into Slack, HubSpot, Salesforce, Gmail, Gong, NetSuite, Shopify and hundreds more tools, then fire them on schedules, webhooks or events.
Agents sign in with saved logins or 1Password, browse from trusted connections, clear CAPTCHAs, and hand the live session to a human when needed.
Run 35+ models from Anthropic, OpenAI, Google, xAI and open-source providers, or bring your own API keys, with per-agent access control.

The AI operating system for government contracting
Agents find, read and qualify opportunities across federal, state, local and DIBBS markets, cutting large solicitation volumes down to relevant matches.
Extracts SOW requirements, maps them to Section L/M, and builds a compliance matrix with every extraction cited back to source.
Drafts proposal volumes and RFI responses using company details, UEI and capability narratives to speed up submission.
Runs the pursuit to award with pipeline tracking, submission milestones, teaming, and task assignment across the team.

Free / Open-sourceThe AI workspace where teams and agents get work done together

SpecialistExecutes autonomous multi-step web browser tasks, offering stronger general agentic execution than Gumloop's structured node pipelines.

Connects thousands of popular apps with robust traditional automations, but offers less native AI agent flexibility than Gumloop.
#3Free / Open-sourceProvides powerful open-source node-based workflow automation, giving you more self-hosting control and flexibility than Gumloop.
Provides a visual builder for custom AI agents and workflows, similar to Gumloop's automation capabilities.

Builds recurring automated business workflows connected to enterprise applications, mirroring Gumloop's integration focus.
Combines AI task management with workflow automation, offering a more collaborative workspace than Gumloop's data pipeline focus.

AI-enriched people profiles built from the public web, with sources you can verify

SpecialistFocuses specifically on cloud web scraping and lead generation automation rather than general AI agent workflows.

SpecialistDelivers enterprise-grade security and governance for automated workflows, but requires more deliberate setup than Gumloop.
Free / Open-sourceOffers an open-source automation builder with prebuilt connectors, providing a self-hostable alternative to Gumloop's cloud platform.

SpecialistExcels at automated document processing and data extraction, whereas Gumloop handles broader web automation and multi-app workflows.

SpecialistExecutes autonomous multi-step web browser tasks, offering stronger general agentic execution than Gumloop's structured node pipelines.
Connects thousands of popular apps with robust traditional automations, but offers less native AI agent flexibility than Gumloop.
Free / Open-sourceProvides powerful open-source node-based workflow automation, giving you more self-hosting control and flexibility than Gumloop.
Provides a visual builder for custom AI agents and workflows, similar to Gumloop's automation capabilities.
Builds recurring automated business workflows connected to enterprise applications, mirroring Gumloop's integration focus.
AI-enriched people profiles built from the public web, with sources you can verify
SpecialistFocuses specifically on cloud web scraping and lead generation automation rather than general AI agent workflows.
SpecialistDelivers enterprise-grade security and governance for automated workflows, but requires more deliberate setup than Gumloop.
Free / Open-sourceOffers an open-source automation builder with prebuilt connectors, providing a self-hostable alternative to Gumloop's cloud platform.
SpecialistExcels at automated document processing and data extraction, whereas Gumloop handles broader web automation and multi-app workflows.