Upload an image, get structured answers.
OCR, object detection, damage assessment, and license plate recognition in one app — upload an image and get structured results. Self-hosted on your VPS, keeping every image on your own infrastructure.
Everything Vision needs to run your business
Powerful capabilities with AI orchestration — all self-hosted on your infrastructure.
Why businesses choose Image Recognition ALPHA
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OCR Text Extraction: Extract text from scanned documents and handwriting in multiple languages, with structured output and per-extraction confidence scores.
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Object Detection: Detect and count objects in images with bounding-box coordinates and confidence scores for every identification.
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Damage Analysis: AI-powered damage assessment with severity classification, repair cost estimation, and generated assessment reports.
OCR Text Extraction
Extract text from scanned documents and handwriting in multiple languages, with structured output and per-extraction confidence scores.
Object Detection
Detect and count objects in images with bounding-box coordinates and confidence scores for every identification.
Damage Analysis
AI-powered damage assessment with severity classification, repair cost estimation, and generated assessment reports.
License Plates
Read plate numbers, cross-reference vehicle databases, support multi-country plate formats, and track recognized plates over time.
Analysis History
Browse, search, export, and share every past analysis from the history panel — each result retained with full tracking.
Model Flexibility
Choose the right AI model per capability — OCR, objects, damage, plates — via the vision models endpoints.
Manage Vision via Chat
Create records, run queries, and trigger workflows directly from WhatsApp or your team chat agent.
Conversational Vision
Why businesses choose Pragmatismo Vision
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/vision/analyze/api/vision/describe-video/api/vision/history/api/vision/qrcodevision.teach.case1_t
vision.teach.case1_d
vision.teach.case2_t
vision.teach.case2_d
vision.teach.case3_t
vision.teach.case3_d
Sovereign Vision Pricing
Vision is pre-installed in the suite and free on your VPS — every image stays on your own infrastructure, never a cloud service.
One Flat Server Cost. Zero Seat Fees.
Why pay a monthly tax for every user in your company? Deploy Pragmatismo Vision on your private server and scale to unlimited seats for free.
| Capability |
Self-Hosted Choice
Pragmatismo
|
Google Cloud Vision | Azure AI Vision |
|---|---|---|---|
| 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 Vision 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/vision/analyze/api/vision/describe-video/api/vision/history/api/vision/qrcodeDatabase schema (from migrations)
Even 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.