vs. CrewAI · AutoGen · LangGraph

AI agent frameworks give you parts.
We give you a working team.

CrewAI, AutoGen, and LangGraph are powerful toolkits — for developers who want to build their own agent systems from scratch. MementoCloud is a platform where trained AI teams are deployed, running, and improving from day one. No assembly required.

Frameworks vs. Platform

Frameworks

Define agents. Assign tools. Write orchestration logic. Deploy infrastructure. Manage state. Handle failures. Maintain everything.

Time to first value: weeks to months

Requires: Python developers

MementoCloud

Pick a team. Connect your channels. Specialist agents start working in minutes. Infrastructure, memory, orchestration, and security are built in.

Time to first value: minutes

Requires: anyone

The difference isn't technical sophistication. It's time to value.

1. Memory that actually works.

Temporal decay

Important memories stay sharp. Noise fades naturally. Brand guidelines from week one are still crisp.

Semantic search

Find relevant context by meaning, not keywords. Ask about “the client worried about Q3 timelines” and it retrieves the right conversation.

Auto consolidation

Scattered facts from dozens of conversations get consolidated into structured knowledge. Your agent builds an evolving model of your business.

Zero-token recall

Memory retrieval happens at code speed. No LLM tokens burned just to remember who you are.

Result: agents that remember your brand voice from three weeks ago, anticipate your needs by week four, and run established playbooks by week eight.

2. Dedicated infrastructure — not shared containers.

Always-on

Your agents run 24/7. No cold starts. No spin-up delay.

Persistent filesystem

Files, configs, packages, project state. It persists across sessions.

Zero shared compute

Your agents aren't competing for resources with other customers. Dedicated CPU, memory, storage.

Background operation

Cron jobs, inbox monitoring, scheduled tasks. Your agents act autonomously.

3. Real messaging — not function calls.

Asynchronous

Agents coordinate across time — not just within a single execution loop.

Persistent history

Every inter-agent message is logged, searchable, and auditable.

Multi-channel

Agents talk to each other, to you, and to external systems — all through the same infrastructure.

Resilient

If an agent restarts, conversation history is intact. No lost context. No broken handoffs.

4. Agent identity — not just a system prompt.

  • Personality and methodology — codified in identity files that define how the agent thinks, communicates, and makes decisions.
  • Accumulated knowledge — every interaction adds to the agent's understanding. Corrections become permanent behavioral changes.
  • Opinions informed by experience — agents push back when positioning is weak because they've analyzed competitors and know what works.

Framework agents are interchangeable. MementoCloud agents are individuals with history, context, and judgment that improves over time.

5. Deploy in minutes — not months.

1

Pick a team

Marketing, Development, Support, Executive, or Local Business.

2

Connect your channels

Slack, web chat, Messenger, SMS.

3

Start working

Your agents begin learning your business immediately.

No Python. No prompt engineering. No infrastructure management. No DevOps.

Head-to-Head Comparison

CapabilityCrewAIAutoGenLangGraphMementoCloud
TypeFramework + hostedFrameworkFramework + cloudComplete platform
Target userPython devsPython devsPython devsAnyone
Persistent memoryBasic (limited) NoneCheckpoints only Hippocampus
Agent messagingContext passingFunction callsGraph state Matrix/Synapse
Agent identityRole stringSystem promptState schema Full identity + knowledge
InfrastructureSharedDIY (Azure)Serverless Dedicated pod
SecurityPlatform-managedYour responsibilityPlatform-managed AI security agent + audit
DeploymentCode → deployCode → deployCode → deploy One click
MCP support (adapter) 800+ integrations
PricingFree–$499/moFree + AzureFree + $0.005/run$99–$999/mo

Use a framework if…

  • You have Python developers who want to build custom agent systems
  • You need fine-grained control over every aspect
  • You're building agent infrastructure as your core product
  • You have months of development time

Use MementoCloud if…

  • You want a working AI team this week
  • You need agents with real persistent memory
  • You need dedicated infrastructure without six-figure contracts
  • You're non-technical and want AI agents without code
  • You want to start simple and customize as you grow
Real Production Story

We run on our own platform.

Magnus coordinates specialized agents across marketing, creative, development, QA, and performance analysis. They ship competitive research, ad campaigns, landing page copy, code features, and client deliverables.

10 PM: Task received — produce a complete competitive landscape analysis covering 12 platforms.

12 AM: 3,000-word formatted document delivered. Four research agents worked in parallel — researching, synthesizing, and cross-referencing technical architectures.

Next morning: Follow-up request for a new section. Cole remembered the entire previous analysis. Added the section in 20 minutes without repeating any research.

That's Hippocampus. That's team orchestration. That's what compounds. Every feature on this page is live in production.

Start lean. Scale when you're ready.

Standard
$99/month
  • Up to 5 agents
  • Full Hippocampus memory
  • Core integrations
  • Active during conversations
  • Isolated, encrypted data
Get Started
Pro
$299/month
  • Multi-agent teams
  • Dedicated pod, always-on 24/7
  • All integrations
  • Priority support
  • Autonomous operation
Deploy Pro Team
Enterprise
$999/month
  • Unlimited agents
  • Multiple dedicated pods
  • Custom integrations
  • Dedicated onboarding
  • Full audit suite
Deploy Enterprise

All plans support bring-your-own API keys.

FAQ

Is this just a wrapper around ChatGPT/Claude?
No. ChatGPT and Claude are models — they process text. MementoCloud is a platform that gives agents persistent memory, team coordination, dedicated infrastructure, and secure messaging. We use frontier models as the intelligence layer, but everything around it is purpose-built.
Why not just use CrewAI or LangGraph?
If you have Python developers and months to build, those are good frameworks. If you want a working AI team this week — with memory, security, and infrastructure handled — that's what MementoCloud is for. Different tools for different needs.
How is the memory different from RAG?
RAG searches a document store and injects results into a prompt. It's useful but static. Hippocampus is dynamic: it consolidates, decays, and restructures knowledge over time. It doesn't just retrieve facts — it builds understanding.
Can I customize agent behavior?
Yes. Start with a pre-built team package, then modify agent personalities, tools, workflows, and team composition as you learn what your business needs. Full customization on all plans.
What if I outgrow a plan?
Upgrade anytime. Your agents' memory carries over completely — nothing is lost. Standard to Pro unlocks multi-agent teams and always-on operation. Pro to Enterprise adds multiple team pods and dedicated infrastructure.

They give you parts.
We give you a team.

Deploy specialist AI agents with persistent memory, dedicated infrastructure, and secure messaging — working for your business in minutes.