Comparison - Upsonic AI

Framework - Core

Feature Category	Upsonic	LangChain	CrewAI	Agno	Amazon Bedrock
Human in the loop	✅	✅	✅	✅	✅
Easy to create chat agents	✅	✅	❌	✅	✅
Direct LLM Calls	✅	✅	❌	❌	✅
Team	Advanced	Intermediate	Advanced	Advanced	Low
Reasoning	✅	✅	✅	✅	✅
Multimodal	✅	✅	✅	✅	✅
Evals	✅	✅	✅	✅	Just for LLMs
Show Cost & Token Metrics	✅	❌	❌	❌	❌
Graph	✅	✅	✅	✅	✅
Custom Loggers	❌	✅	✅	✅	❌
Automatic Context Compression	✅	✅	✅	✅	❌
FastAPI Compatible Agents	✅	✅	✅	✅	❌
Deep Agents	✅	✅	✅	✅	❌
Unified OCR Module	✅	❌	❌	❌	❌

Framework - Memory

Feature Category	Upsonic	LangChain	CrewAI	Agno	Amazon Bedrock
Summarized Memory	✅	✅	✅	✅	✅
Full-Session Memory	✅	✅	✅	✅	✅
User-Focused Memory	✅	✅	✅	❌	✅
Event-Focused Memory	✅	❌	❌	❌	✅
Chat-Focused Memory	✅	❌	❌	❌	✅
Local Database Support	✅	✅	✅	✅	✅
Cloud Database Support	✅	✅	✅	✅	❌
Custom Memory Logic	✅	✅	✅	❌	❌
Supported DB: In-Memory, PostgreSQL, Redis, Sqlite, Mongo, Json	✅	✅	✅	✅	❌

Framework - Knowledge Base

Feature Category	Upsonic	LangChain	CrewAI	Agno	Amazon Bedrock
Basic RAG Implementation	✅	✅	✅	✅	✅
PDF, PowerPoint, Word, Excel, Image, Audio, Website, JSON, ZIP, +	✅	✅	✅	✅	✅
Supported Parameters	Advanced	Advanced	Intermediate	Intermediate	Intermediate
Agentic RAG	✅	✅	✅	✅	✅
Chroma Vector, Weaviate Vector, PGVector, Pinecone, Qdrant, Milvus, Faiss DB Support	✅	✅	✅	✅	✅

Framework - LLM Support

Feature Category	Upsonic	LangChain	CrewAI	Agno	Amazon Bedrock
Llama 3.1 - 3.2 - 3.3 - 4.0	✅	✅	✅	✅	✅
Qwen 1.5 - 2.5	✅	✅	✅	✅	✅
HuggingFace	✅	✅	✅	✅	✅
Mistral	✅	✅	✅	✅	✅
OpenAI (GPT-4o, GPT-4.5, o3-mini, 4o mini)	✅	✅	✅	✅	✅
Anthropic (Claude 3.5, 3.7 Sonnet)	✅	✅	✅	✅	✅
Azure OpenAI	✅	✅	✅	✅	✅
AWS Bedrock	✅	✅	✅	✅	✅
Google Gemini	✅	✅	✅	✅	✅
DeepSeek	✅	✅	✅	✅	✅
Groq	✅	✅	✅	✅	✅
OpenRouter	✅	✅	✅	✅	✅
Cohere	✅	✅	✅	✅	✅

Framework - Tools & MCP

Feature Category	Upsonic	LangChain	CrewAI	Agno	Amazon Bedrock
Custom Tool	✅	✅	✅	✅	✅
Model Context Protocol Support (MCP)	✅	✅	✅	✅	✅
Computer Use Integration	✅	✅	✅	✅	✅
Tool Parameters (Caching, timeout, doc format, before after hooks, Parallelization, input request, retry limit)	Advanced	Intermediate	Intermediate	Advanced	Advanced

Safety Engine

Feature Category	Upsonic	LangChain	CrewAI	Agno	Amazon Bedrock
Guardrails	✅	✅	✅	✅	✅
Custom policy Creation	✅	❌	❌	❌	❌
ML models integration	✅	❌	❌	❌	❌
LLM-Based Detection	✅	❌	❌	❌	❌
Pre-built Safety Policies (PII Protection, Finance Policy etc.)	✅	❌	❌	❌	❌
Action Types (Block Actions, Block with reason)	✅	❌	❌	❌	❌
Anonymization	✅	❌	❌	❌	❌
Detection Capability (Text, images, video, audio, Files)	✅	❌	❌	❌	❌
LLM based Rules	✅	❌	❌	❌	❌
Confidence Scoring	✅	❌	❌	❌	❌
Prompt Injection Prevention	✅	❌	❌	❌	❌