Business photo analysis mobile app - leveraging GPT-4o Vision and Claude Vision to extract actionable business insights from photographs, enabling intelligent document processing, product analysis, and automated recommendations.
Multi-Model Strategy: GPT-4o provides rapid visual processing while Claude Vision delivers nuanced business analysis. Combined with GPT-4 reasoning for actionable recommendations.
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flowchart TB
subgraph Mobile["📱 MOBILE CAPTURE"]
CAM[/"📷 Camera Input"/]
PREV["🖼️ Preview Frame"]
QUAL["✅ Quality Check"]
end
subgraph Preprocess["🔧 IMAGE PREPROCESSING"]
RESIZE["📐 Resize & Normalize"]
ENHANCE["✨ Auto-Enhance
Brightness, Contrast"]
COMPRESS["📦 Optimize for API"]
end
subgraph GPT4o["👁️ GPT-4o VISION API"]
direction TB
ENCODE["🔢 Base64 Encode"]
API[("🌐 OpenAI API
gpt-4o-vision")]
PROMPT["📝 Vision Prompt
Describe business content"]
end
subgraph Output["📤 INITIAL ANALYSIS"]
DESC["📋 Image Description"]
OBJECTS["🏷️ Detected Objects"]
CONTEXT["🎯 Business Context"]
end
CAM --> PREV
PREV --> QUAL
QUAL --> RESIZE
RESIZE --> ENHANCE
ENHANCE --> COMPRESS
COMPRESS --> ENCODE
ENCODE --> API
PROMPT --> API
API --> DESC
API --> OBJECTS
API --> CONTEXT
%%{init: {'theme': 'dark', 'themeVariables': { 'primaryColor': '#C17852', 'primaryTextColor': '#F0F6FC', 'primaryBorderColor': '#4A5E32', 'lineColor': '#E6C98F', 'secondaryColor': '#161B22', 'tertiaryColor': '#0D1117', 'background': '#0D1117', 'mainBkg': '#161B22', 'nodeBorder': '#4A5E32', 'clusterBkg': '#161B22', 'clusterBorder': '#4A5E32', 'titleColor': '#E6C98F', 'edgeLabelBackground': '#161B22'}}}%%
flowchart LR
subgraph Input["📥 INPUT"]
IMG[/"🖼️ Processed Image"/]
GPT_CTX["📋 GPT-4o Context"]
end
subgraph ClaudeVision["🧠 CLAUDE VISION"]
direction TB
CLAUDE_API[("🌐 Anthropic API
claude-3-opus-vision")]
BIZ_PROMPT["📝 Business Analysis Prompt"]
ANALYSIS["🔍 Deep Analysis"]
end
subgraph Insights["💡 BUSINESS INSIGHTS"]
direction TB
MARKET["📊 Market Analysis"]
COMPETE["🏆 Competitive Intel"]
PRICING["💰 Price Estimation"]
QUALITY["⭐ Quality Assessment"]
end
subgraph Output["📤 STRUCTURED OUTPUT"]
JSON[("📄 insights.json")]
REPORT["📑 Analysis Report"]
end
IMG --> CLAUDE_API
GPT_CTX --> BIZ_PROMPT
BIZ_PROMPT --> CLAUDE_API
CLAUDE_API --> ANALYSIS
ANALYSIS --> MARKET
ANALYSIS --> COMPETE
ANALYSIS --> PRICING
ANALYSIS --> QUALITY
MARKET --> JSON
COMPETE --> JSON
PRICING --> JSON
QUALITY --> JSON
JSON --> REPORT
%%{init: {'theme': 'dark', 'themeVariables': { 'primaryColor': '#C17852', 'primaryTextColor': '#F0F6FC', 'primaryBorderColor': '#4A5E32', 'lineColor': '#E6C98F', 'secondaryColor': '#161B22', 'tertiaryColor': '#0D1117', 'background': '#0D1117', 'mainBkg': '#161B22', 'nodeBorder': '#4A5E32', 'clusterBkg': '#161B22', 'clusterBorder': '#4A5E32', 'titleColor': '#E6C98F', 'edgeLabelBackground': '#161B22'}}}%%
flowchart TB
subgraph Input["📥 PHOTO INPUT"]
PHOTO[/"📷 Business Photo"/]
end
subgraph Parallel["⚡ PARALLEL PROCESSING"]
direction LR
subgraph GPT["👁️ GPT-4o Track"]
GPT_V["GPT-4o Vision
Fast Detection"]
GPT_OUT["Quick Analysis"]
end
subgraph Claude["🧠 Claude Track"]
CL_V["Claude Vision
Deep Analysis"]
CL_OUT["Business Context"]
end
end
subgraph Fusion["🔀 MODEL FUSION"]
MERGE["🔗 Result Merger"]
WEIGHT["⚖️ Confidence Weighting"]
RESOLVE["🎯 Conflict Resolution"]
end
subgraph Combined["📊 COMBINED OUTPUT"]
UNIFIED["📋 Unified Analysis"]
CONF["📈 Confidence Scores"]
SOURCES["🏷️ Source Attribution"]
end
PHOTO --> GPT_V
PHOTO --> CL_V
GPT_V --> GPT_OUT
CL_V --> CL_OUT
GPT_OUT --> MERGE
CL_OUT --> MERGE
MERGE --> WEIGHT
WEIGHT --> RESOLVE
RESOLVE --> UNIFIED
RESOLVE --> CONF
RESOLVE --> SOURCES
%%{init: {'theme': 'dark', 'themeVariables': { 'primaryColor': '#C17852', 'primaryTextColor': '#F0F6FC', 'primaryBorderColor': '#4A5E32', 'lineColor': '#E6C98F', 'secondaryColor': '#161B22', 'tertiaryColor': '#0D1117', 'background': '#0D1117', 'mainBkg': '#161B22', 'nodeBorder': '#4A5E32', 'clusterBkg': '#161B22', 'clusterBorder': '#4A5E32', 'titleColor': '#E6C98F', 'edgeLabelBackground': '#161B22'}}}%%
flowchart LR
subgraph Capture["📷 DOCUMENT CAPTURE"]
DOC[/"📄 Document Photo"/]
DETECT["🔲 Edge Detection"]
CROP["✂️ Auto-Crop"]
DESKEW["📐 Deskew"]
end
subgraph OCR["🔤 TEXT EXTRACTION"]
direction TB
PREOCR["🔧 Pre-OCR Processing"]
TESSER["📖 Tesseract OCR"]
GPT_OCR["👁️ GPT-4o Vision
Text Extraction"]
MERGE_TEXT["🔗 Merge Results"]
end
subgraph Parse["📊 STRUCTURED PARSING"]
NER["🏷️ Named Entity
Recognition"]
FIELDS["📝 Field Extraction
Date, Amount, ID"]
VALIDATE["✅ Validation
& Correction"]
end
subgraph Output["📤 STRUCTURED DATA"]
JSON_OUT[("📄 structured_data.json")]
DB["💾 Database Entry"]
end
DOC --> DETECT
DETECT --> CROP
CROP --> DESKEW
DESKEW --> PREOCR
PREOCR --> TESSER
PREOCR --> GPT_OCR
TESSER --> MERGE_TEXT
GPT_OCR --> MERGE_TEXT
MERGE_TEXT --> NER
NER --> FIELDS
FIELDS --> VALIDATE
VALIDATE --> JSON_OUT
JSON_OUT --> DB
%%{init: {'theme': 'dark', 'themeVariables': { 'primaryColor': '#C17852', 'primaryTextColor': '#F0F6FC', 'primaryBorderColor': '#4A5E32', 'lineColor': '#E6C98F', 'secondaryColor': '#161B22', 'tertiaryColor': '#0D1117', 'background': '#0D1117', 'mainBkg': '#161B22', 'nodeBorder': '#4A5E32', 'clusterBkg': '#161B22', 'clusterBorder': '#4A5E32', 'titleColor': '#E6C98F', 'edgeLabelBackground': '#161B22'}}}%%
flowchart TB
subgraph Input["📥 ANALYSIS INPUT"]
VISION["📋 Vision Analysis"]
OCR_DATA["📄 OCR Data"]
HISTORY["📚 User History"]
end
subgraph Context["📦 CONTEXT BUILDING"]
COMBINE["🔗 Combine Inputs"]
ENRICH["✨ Data Enrichment"]
PROFILE["👤 User Profile
Integration"]
end
subgraph GPT4["🧠 GPT-4 REASONING"]
direction TB
GPT4_API[("🌐 OpenAI API
gpt-4-turbo")]
REASON["🤔 Multi-Step
Reasoning"]
CHAIN["⛓️ Chain of Thought"]
end
subgraph Recommendations["💡 ACTIONABLE OUTPUT"]
ACT1["📈 Growth Actions"]
ACT2["💰 Cost Savings"]
ACT3["⚠️ Risk Alerts"]
ACT4["🎯 Next Steps"]
end
subgraph Delivery["📱 USER DELIVERY"]
PUSH["📲 Push Notification"]
DISPLAY["📊 In-App Display"]
EXPORT["📤 Export Report"]
end
VISION --> COMBINE
OCR_DATA --> COMBINE
HISTORY --> PROFILE
COMBINE --> ENRICH
PROFILE --> ENRICH
ENRICH --> GPT4_API
GPT4_API --> REASON
REASON --> CHAIN
CHAIN --> ACT1
CHAIN --> ACT2
CHAIN --> ACT3
CHAIN --> ACT4
ACT1 --> DISPLAY
ACT2 --> DISPLAY
ACT3 --> PUSH
ACT4 --> EXPORT
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flowchart TB
subgraph Mobile["📱 MOBILE LAYER"]
CAM["📷 Camera"]
UI["🎨 UI/UX"]
CACHE["💾 Local Cache"]
end
subgraph Gateway["🌐 API GATEWAY"]
AUTH["🔐 Auth"]
ROUTE["🔀 Router"]
RATE["⏱️ Rate Limit"]
end
subgraph Vision["👁️ VISION PROCESSING"]
direction LR
GPT4O["👁️ GPT-4o Vision
Fast Capture"]
CLAUDE_V["🧠 Claude Vision
Deep Analysis"]
OCR_SVC["🔤 OCR Service"]
end
subgraph AI_Core["🧠 AI CORE"]
FUSION["🔀 Model Fusion"]
GPT4_R["💡 GPT-4 Reasoning"]
VECTOR[("🔢 Vector Store")]
end
subgraph Data["💾 DATA LAYER"]
POSTGRES[("🐘 PostgreSQL")]
REDIS[("⚡ Redis Cache")]
S3[("☁️ S3 Storage")]
end
subgraph Output["📤 DELIVERY"]
NOTIFY["📲 Notifications"]
REPORTS["📊 Reports"]
API_OUT["🔌 API Response"]
end
CAM --> AUTH
UI --> AUTH
AUTH --> ROUTE
ROUTE --> RATE
RATE --> GPT4O
RATE --> CLAUDE_V
RATE --> OCR_SVC
GPT4O --> FUSION
CLAUDE_V --> FUSION
OCR_SVC --> FUSION
FUSION --> GPT4_R
FUSION --> VECTOR
GPT4_R --> POSTGRES
VECTOR --> REDIS
CACHE --> S3
POSTGRES --> REPORTS
REDIS --> API_OUT
GPT4_R --> NOTIFY