Multi-modal AI (text + image + audio + video)
We implement multi-modal AI — systems that work with several data types at once: understand text and images, process audio and video together (e.g. describe a photo, answer about a picture, parse a video with speech). New scenarios unavailable to 'text only'. Honestly upfront: multi-modality is more powerful but MORE COMPLEX and MORE EXPENSIVE than ordinary text AI; each modality has its own errors and limits (image/speech recognition is not perfect), some scenarios are still immature; and all the base AI limits (hallucinations, cost, privacy) remain and multiply.
Multi-modal AI (text + image + audio + video) — overview
Multi-modal AI is applying models that understand and link different data types: text + images (description, answers about a picture, analysis), audio (speech ↔ text), video (parsing frames and speech). This opens scenarios unavailable to text models: an assistant understanding a sent photo; analysis of documents with diagrams; parsing video content; voice interaction with image understanding. Honestly about complexity and cost, this is key: multi-modality is not 'text AI that also does pictures for free'. Processing images, audio and especially video is heavier and more expensive than text (more compute, higher token/resource costs), and integrating several modalities is harder to develop and maintain. Honestly about each modality's errors: accuracy is not perfect and each modality has its own. Image recognition errs on complex/atypical frames (like computer vision — 879), speech recognition — on noise/accents (878), and video understanding is the least mature area. Errors can accumulate when linking modalities. Honestly about base AI limits: hallucinations, data dependence, cost, privacy do not go away — and with several modalities there are even more privacy questions (images of people, voice, video). Honestly about maturity: text+images work well now; complex video analysis and subtle multi-modal scenarios are less mature, we will honestly say what is real and what is experimental. Honestly about the effect: it opens new valuable scenarios but requires resources and quality control and does not guarantee a result by itself. Honestly about access: data of the needed modalities and a scenario description are needed. An important boundary: this is multi-modality; images only — computer vision 879; speech only — 878; image generation — 876. Picture this: instead of 'AI understands only text' — an assistant working with both photos and speech, with an honest understanding of the limits. The base price starts from 65,000 ₽ (depends on modalities and scenarios).
Problems we solve
- Scenarios with photo/audio/video are needed, but the AI understands only text.
- Users send images/voice, but it is not processed.
- Complex content (documents with diagrams, video) cannot be parsed with text.
- It is unclear what in multi-modality is real and what is hype.
What's included in the Multi-modal AI (text + image + audio + video) service
- Multi-modal scenarios (text+image/audio/video)
- Linking modalities for your task
- An honest assessment of each modality's maturity (real/too early)
- Accounting for each modality's errors and their accumulation
- Privacy for images/voice/video of people
- Honest boundaries (harder/more expensive than text; base AI limits remain)
- A link with CV (879), speech recognition (878)
- Handover and review with you
What you get
- New scenarios with several data types
- An assistant understanding photos and/or speech
- An honest assessment of mature vs experimental
- Realistic expectations (more powerful but harder/more expensive; not magic)
How the work goes: steps
- We define scenarios and modalities; assess maturity and risks
- We implement the multi-modal link for the task
- We test quality by modality, honestly set boundaries with you
Why PDV Expert
- Fixed price and timeline — no surprises on the invoice.
- Report and recommendations in plain language — clear without a technical background.
- In touch at every step and answering questions about the result.
FAQ
Is multi-modal AI just text AI with pictures for free?
No, honestly: it is more complex and expensive. Processing images, audio and especially video is heavier than text — more compute and costs, and linking modalities is harder to develop and maintain. Plus each modality has its own errors. It is a powerful but more resource-intensive technology, and we honestly factor in the complexity and cost rather than pass it off as a 'free text upgrade'.
Does everything in multi-modality work equally well?
No, honestly: maturity differs. Text+images work well now; speech recognition — well in normal conditions, worse on noise/accents; complex video analysis — the least mature area. Accuracy is its own for each modality and not perfect, errors can accumulate when linked. We will honestly distinguish what is real to deploy and what is experimental for now.
Do the base AI problems disappear in multi-modality?
No — on the contrary, there are even more. Hallucinations, data dependence, cost remain, and there are more privacy questions: images of people, voice, video are sensitive data with consent and protection requirements. We build in privacy and quality control for all modalities. Multi-modality opens new things, but the base AI limits do not go away — that is honest.
About the provider
The «Multi-modal AI (text + image + audio + video)» service is provided by PDV Expert — a team specialising in «Site quality». We work under contract and deliver a written report with recommendations.