Multimodal AI Insights

Uncover hidden business patterns by fusing text/audio/video data to empower strategic decision-making.

Applicable Scenarios

Beyond text: Unlocking visual and auditory AI productivity

Image Recognition & Defect Detection

Use Computer Vision (CV) to analyze production line images, automatically identifying defects and boosting QC efficiency by 300%.

Multimodal Knowledge Retrieval

Enable your knowledge base to search not just documents, but also find design blueprints and videos via 'image-to-image' search.

A/V Transcription & Summarization

Automatically convert hours of meeting recordings into text with speaker diarization, generating multilingual summaries and Action Items.

Development Process

Rigorous data processing and model fine-tuning pipeline

01

Data Collection & Cleaning

Collect proprietary image, audio, or video data, performing deduplication, annotation, and standardization.

02

Model Selection & Fine-tuning

Fine-tune open-source multimodal models (e.g., LLaVA, Whisper) or commercial APIs using your private data.

03

Pipeline Orchestration

Chain speech recognition, image analysis, and LLM reasoning to build complex multi-step AI pipelines.

04

Optimization & Edge Deployment

Quantize models for inference latency, supporting deployment on cloud GPUs or local edge computing devices.

Core Capabilities

Cutting-edge tech stack integrating perception and cognition

  • Visual Perception: Proficient in YOLO, Segment Anything, and Stable Diffusion models.
  • Voice Interaction: Integrate OpenAI Whisper and Azure Speech for high-accuracy ASR and TTS.
  • Multimodal LLMs: Deep integration with top models like GPT-4o and Claude 3 Opus.
  • Vector Search: Use Milvus/Pinecone for efficient hybrid retrieval of text and image features.

Deliverables

✅ Customized multimodal AI model files or APIs
✅ Model evaluation reports (Accuracy, Latency, etc.)
✅ Training datasets and data cleaning pipeline scripts
✅ Edge/Cloud deployment configuration files

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