Multimodal RAG Development
RAG that reads the charts, tables and scans too.
AI solutions that understand not just text, but images, scanned PDFs, tables, charts and complex visual documents.
About this service
Half of enterprise knowledge lives in things text search can't read, scanned forms, diagrams, and financial tables.
We build retrieval systems that parse layout, read tables and charts, and interpret scanned pages, staying model- and vendor-flexible.
What we deliver
Visual document parsing
Extracts structure, tables, and layout from complex PDFs and scans.
Image & diagram understanding
Retrieves and reasons over photos, screenshots, schematics, and diagrams.
Table & chart extraction
Pulls figures from tables and charts so they can be queried and compared.
OCR for scans
Makes scanned and handwritten documents searchable.
Cross-modal retrieval
Answer questions that span text and visuals, citing the exact page and region used.
Grounded generation
Responses tied to visual sources, reducing hallucination on documents text-only systems misread.
Technology we use
The stack behind this service
- Vision-language models
- GPT-4o / Claude vision
- Gemini multimodal
- ColPali / ColQwen
- LlamaIndex
- docTR / Tesseract OCR
- Unstructured
- AWS Textract
- pgvector
- Qdrant
Our approach & delivery process
Content survey
Assesses document types and where text-only RAG falls short.
Multimodal pipeline
We build parsing, OCR and multimodal embedding tuned to your document layouts.
Reasoning & eval
Adds cross-modal retrieval and evaluates faithfulness on the hardest documents.
Deploy
We ship the assistant with page- and region-level citations, and keep it accurate as documents evolve.
What clients say about working with us
One more client quote appears above, in Trust & credibility. Here's the rest.
General client testimonials, shown as the client wrote them, not written specifically about this service.
“They rebuilt our checkout in three weeks and conversion jumped almost immediately. Communication was tighter than any agency we'd used before.”
Edgar da SilvaFounder, Noctilucent Project “We hired them through Upwork expecting a freelancer and got an entire senior team. On-time delivery, no scope creep, no drama.”
Shachar AmarCEO, Apolloecom · Hired via Upwork
Trust & credibility
- Years of experience
- 8+
- Projects delivered
- 295+
- Average client rating
- 4.9/5*
- Countries served
- 12+*
Security, certifications & partnerships
- ISO 27001-audited information security practices.
- Role-based access and permission-aware handling of client data.
- No client data is used to train third-party models.
- Developing Apps for ShopifyShopify · Credly verified
- Liquid Storefronts for Theme DevelopersShopify · Credly verified
- Google CloudPartner Network
- ClutchTop B2B Firm 2026
- GoodFirmsTop Developer
- ISO 27001Certified
Team & support
7+ yrs*Average hands-on engineering experience per developer
- Ongoing support, bug fixes, performance monitoring, and feature updates after launch.
- Typical first response within 24 hours on active engagements.*
* Illustrative placeholder, shown here as a sample until confirmed with real company data.
Proof in practice
On work like this, security isn't a bullet point, here's what one client said after we closed gaps a previous vendor missed:
MagikCoder found and fixed security gaps our previous vendor missed entirely. The weekly reports made the whole engagement easy to manage from our side.
Frequently asked questions
Make your visual documents queryable, not just your text.
Tell us about the scans, tables and charts your team struggles to search, and we'll scope a multimodal pipeline for them.