AI-powered image intelligence for retail and inventory
We build custom computer vision solutions that automatically analyze and tag images - organizing your product or warehouse catalogs with precision.
Based on last 100+ reviews
Why your business needs automated image tagging:
AI-driven tagging replaces manual work, speeds up cataloging, and keeps your content clean and consistent.

Organizing product images manually slows down catalog growth and accuracy
Retailers and warehouses often rely on manual processes to tag, sort, and categorize product images - leading to inconsistent data, slow onboarding, and errors in search and filtering.
This process doesn’t scale with growing catalogs or multi-region needs.
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Auto-tagging by image
– AI identifies product type, attributes, and variants directly from images.
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Category mapping
– Tags are mapped to existing CMS or PIM categories with high accuracy.
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Multi-language support
– Automatically apply localized tags for different markets.
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Bulk image processing
– Handle thousands of images in one go with no drop in accuracy.
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API or file sync
– Seamless integration with your CMS, ERP, or inventory systems.

Extracting invoice details manually wastes time and introduces accounting errors
Manual invoice handling creates bottlenecks for finance teams - slowing reconciliation, causing input errors, and requiring constant oversight.
File formats vary, fields are often inconsistent, and data doesn’t sync smoothly with backend systems.
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Key field detection
– Extract totals, dates, item lines, and tax info from PDFs or scans.
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Multiple format support
– Works across supplier templates and multi-language documents.
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Validation logic
– Catch mismatched fields or calculation errors before import.
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ERP-ready output
– Export structured data directly into accounting or ERP tools.
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Secure and auditable
– Ensure compliance and full traceability of extracted data.

Manual content updates slow down publishing and block scalability
User manuals, technical specs, and documents are often stuck in PDFs - making them hard to search, edit, or localize.
Teams struggle to keep content up to date, or spend hours copying data into digital formats.
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Document parsing
– Convert scanned manuals or specs into structured text and visuals.
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Content segmentation
– Automatically break down large files into reusable sections.
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Metadata generation
– Tag sections with relevant keywords and product IDs.
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CMS integration
– Push structured content into your knowledge base or help center.
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Multi-format export
– Get output in HTML, Markdown, JSON, or other usable formats.
How much does computer vision automation cost?
Each project is unique, and we tailor every solution to your specific business goals. Below are estimated price tiers to help you understand what to expect at different levels of complexity.
As a service
We process your image or document data, return the results, and help you update your platforms - no internal development required.
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Use-cases
- Auto-tag product images and sync tags to your catalog
- Extract invoice data and insert into accounting dashboards
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Support
- Initial deployment support
- Basic documentation and training
- 12-months post-launch support
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Functionality
- AI-powered image or document processing pipeline
- Custom tagging and metadata generation
- File input/output automation (via API or manual upload)
- Light integration with CMS or eCommerce platforms
Solution ownership
We develop an internal tool custom-fit for your business. You get full access, control, and source code.
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Use-cases
- Internal system for managing product image tagging
- Invoice scanning tool integrated with ERP
- Custom dashboard to manage document extractions
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Support
- Onboarding and training sessions
- 12-months support + extended support option
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Functionality
- Dedicated backend with admin panel
- Role-based access and usage controls
- AI model fine-tuning for your data
- Real-time or scheduled batch processing
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Extended warranty
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About 1600 kr / month – Includes VPS hosting, priority support, and recovery of fatal, logical, and core system errors, as well as fixes for form behavior and layout issues.
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SaaS development
We build a complete SaaS product using your vision - user management, payments, dashboards, and more - ready to monetize.
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Support
- Onboarding and training sessions
- 12-months support + extended support option
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Functionality
- Full web platform with user auth and subscriptions
- Payment system integration (Stripe, PayPal, etc.)
- Scalable backend with logging and API access
- Model hosting, updates, and admin monitoring tools
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Monetization
- User-based access tiers
- Subscription billing and invoicing
- Recurring revenue with usage tracking
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Extended warranty
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About 2700 kr / month – Full coverage including VPS hosting, priority support, all types of fatal, logical, core, form, and layout issues, plus vendor/API replacement if external integrations become unstable or deprecated.
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How can I use computer vision in my business?
From product tagging to document parsing and content automation - AI-powered image analysis helps cut manual work, reduce errors, and scale daily operations.
Documents
Extract data from invoices, manuals, and scanned files.
SaaS model
Turn this into a scalable, monetizable product.
Operations
Automate workflows, improve content, and monitor visual data.
Products
Smart tagging for catalogs, product listings, and inventory platforms.
On-time development within the fixed price:
Before development begins, we make you a clear offer with final costs and delivery terms. In the next step, we create a detailed brief or technical task, outlining the structure and functionality. This is documented and locked in the BIYRO system.
You’ll get a fully functional website with a full control panel and no vendor lock. We guarantee delivery within the agreed time - or we return your money.
Quick launch
Prompt start of work without long waiting - within 4 days.
Price and terms
We fix the price and approve the terms at the first project stage.
Implementation
Product readiness according to the goals - in 4-6 weeks.
Escrow deal
We work through BIYRO with all the necessary documents.
Answers to common questions:
Still unsure about something? Here are answers to the most frequently asked questions about our process, pricing, and platform.
Working with us
We use a quota system in the BIYRO project management platform. For each milestone, you're given a number of quotas - which can be used for free changes within the project. This allows flexibility without additional costs. You can request changes right after a milestone is completed.
We recommend working through the BIYRO project management system, which generates contracts and adds an extra layer of security. The project is divided into milestones with agreed payment and delivery terms. Payment steps can be 20%, 50%, or 100% of the total budget. Your funds are held in BIYRO and released only after your approval. If we miss deadlines or fail to deliver, you can request a refund directly.
That's not a problem. We'll prepare the technical assignment for you based on your project concept before we begin development.
During the guarantee period, we fix any bugs or issues caused by our development - free of charge. We also offer extended guarantee coverage as a paid monthly service. Pricing is agreed individually per project.
BIYRO is our project management platform for secure development deals. It automatically creates contracts, stores payments safely, and releases funds only after your confirmation. You'll receive an email invitation to the platform once your project is ready to begin.
We offer ongoing support packages tailored to your needs, including maintenance, updates, and feature enhancements. Our team ensures your portal remains up-to-date and continues to meet your business requirements.
Development questions
Our systems are built to handle a wide range of formats - JPG, PNG, PDF, scanned documents, and even mobile photos. We’ll align the setup with the types of files your team typically works with.
Yes. For most use-cases, we recommend fine-tuning models using your real-world data. This improves accuracy, especially for niche products, document types, or language variations.
We aim to integrate with your existing stack wherever possible - whether it’s a CMS, ERP, or internal dashboard. We can work via APIs, file syncs, or direct database access based on your preference.
Accuracy depends on the data quality and complexity of the task. For common product types or standard invoices, we can achieve high accuracy. For custom or low-quality content, results improve with training and iteration.
No. We handle the AI and infrastructure on our end. You'll just need someone to help validate the outputs during setup or to guide domain-specific decisions.
Yes, multilingual and multi-currency support is available. We can set up the system to detect and process content for different regions or locales automatically.
It can be either. Some clients prefer a one-off solution; others need ongoing improvements as their catalog grows. We offer both models depending on your long-term goals.
Absolutely. Many clients begin with a focused use-case - like invoice extraction or product tagging - then expand once the value is proven internally.
Customer testimonials:
Explore what our customers are saying about their experience working with us. Here are some of our latest reviews and testimonials.
Andrew, URB
Water well drilling
Latvia
Andrew from URB praised the collaboration and the final result, noting that all project stages were completed with attention to detail and responsiveness. The website was designed to accommodate multilingual needs and improve customer interaction.
Custom requests such as calculator logic, localized content, and graphic illustration were handled smoothly. The handover included a full test, admin panel training, and server deployment.
Final feedback was positive - all forms function correctly, the structure is clear, and the site meets business goals.
Aleksandr, Switch Electric OÜ
Electrotechnical industry
Estonia
Throughout the project, Aleksandr and the Switch Electric team remained highly collaborative, providing detailed feedback and participating in each planning and development phase. The client highlighted the importance of flexible data integration and multilingual UI.
The result is a stable, scalable B2B platform tailored to the needs of industrial and construction-focused buyers. 2410's proactive updates, interface clarity, and customizability were praised and confirmed the value of continued partnership.
Maksims, LV Systems SIA
E-commerce / web development
Latvia
Thanks for the updates, now the site feels clear and recognizable. The structure has become much more intuitive, and the backend is manageable.
We’ve successfully prepared the Excel files and can now proceed with product group imports. We appreciate the flexibility with the project stages and training provided.
Overall, we’re very satisfied with the cooperation and outcome.
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