Search everything at once, get cited answers.
Search the web, your documents, and your databases in one natural-language query and get organized answers with citations. Self-hosted, so your internal knowledge never leaves your VPS.
Everything Research needs to run your business
Powerful capabilities with AI orchestration — all self-hosted on your infrastructure.
Why businesses choose AI Search ALPHA
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Multi-Source Search: One query searches everything — web, documents, and databases — or focus on a single source category like web, docs, knowledge, academic, or code.
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Cited Answers: Every answer links to its sources: file name and page for documents, URL and date for web, table and query for databases, with view and copy actions.
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Advanced Operators: Refine searches with exact phrases, AND/OR/NOT, site, type, date, and in filters for precise, repeatable results.
Multi-Source Search
One query searches everything — web, documents, and databases — or focus on a single source category like web, docs, knowledge, academic, or code.
Cited Answers
Every answer links to its sources: file name and page for documents, URL and date for web, table and query for databases, with view and copy actions.
Advanced Operators
Refine searches with exact phrases, AND/OR/NOT, site, type, date, and in filters for precise, repeatable results.
Follow-Up Research
Keep asking context-aware follow-ups — the AI builds on previous answers to compare, contrast, and deepen its findings.
Research History
Past searches are organized by today, yesterday, and last week — reopen any query with one click from the History panel.
Export Results
Save research as PDF, Markdown, or Word, or copy it straight into Paper to keep writing — with sources and citations included.
Manage Research via Chat
Create records, run queries, and trigger workflows directly from WhatsApp or your team chat agent.
Conversational Research
Why businesses choose Pragmatismo Research
100% Data Sovereignty
Your files and data remain entirely inside your own servers. Rest assured with native compliance for LGPD, GDPR, and strict internal security standards.
AI-Powered Efficiency
Automate document draft compilation, write summaries, and generate templates directly with built-in private AI running securely on your instance.
Zero Per-User Licensing Fees
Scale to unlimited users without worrying about escalating seat costs. You pay only for the virtual server resources, saving up to 80% compared to SaaS suites.
How it Works — Real Use Cases
No account. No separate install. No Big Tech dependency. Every General Bots app ships pre-installed in the suite and runs on infrastructure you own — this is how it works and what teams actually use it for.
Deploy the whole suite on your VPS
One container, every app pre-installed and pre-integrated. Your data stays on your hardware — no accounts, no SaaS gatekeeper.
Open it from the desktop launcher
The app is one click away inside the General Bots desktop. No separate signup, no setup wizard, no credit card.
Drive it with plain language or the API
Ask the AI assistant to do the work — or call the REST API directly from your own tools. The endpoints below are real, from the source code.
Try these real endpoints
/api/research/api/ui/research/api/ui/research/collections/api/ui/research/collections//api/ui/research/collections/:idresearch.teach.case1_t
research.teach.case1_d
research.teach.case2_t
research.teach.case2_d
research.teach.case3_t
research.teach.case3_d
Sovereign Research Pricing
Research is pre-installed in the suite and free on your VPS — your documents are indexed and answered on your own infrastructure.
One Flat Server Cost. Zero Seat Fees.
Why pay a monthly tax for every user in your company? Deploy Pragmatismo Research on your private server and scale to unlimited seats for free.
| Capability |
Self-Hosted Choice
Pragmatismo
|
Perplexity | Google Workspace |
|---|---|---|---|
| Self-Hostable CoreDeploy the complete code on your own servers with zero vendor lock-in. | Yes (0 license fee) |
No (Cloud lock-in) |
No (Cloud lock-in) |
| User Licensing FeesLicensing cost per seat as your organization grows. | $0 (Unlimited users) |
$8 / user / mo |
$10 / user / mo |
| Pricing StructureBilling scaling model: flat hosting vs per-seat licenses. | Flat VM rate ($10/mo) |
Scales per seat |
Scales per seat |
| Native Research engine, AI features, and REST API included in the Suite | Included | Add-on / separate | Add-on / separate |
Unlike commercial SaaS suites that rent you software per seat, Pragmatismo runs inside a lightweight, highly optimized container on your private hardware or standard cloud VM. Your licensing fee is $0 — your only cost is the flat VPS resource, starting at just $10/mo.
Built on the Open-Source Code
Real technical data extracted from the Rust source repository — API endpoints, database tables, and code size. Every number on this page is auditable in the code.
Real API surface (from the source)
/api/research/api/ui/research/api/ui/research/collections/api/ui/research/collections//api/ui/research/collections/:id/api/ui/research/collections/new/api/ui/research/export/citations/api/ui/research/prompts+9 moreDatabase schema (from migrations)
kb_collectionskb_documentskg_entitieskg_relationshipsresearch_citationsresearch_collaboratorsresearch_exportsresearch_findings+7 moreEven Better Together
Bundle your subscription with our other other modules for discounts.
Ready to deploy?
Configure your plan below, see the pricing breakdown, and checkout instantly.