AWSVisual low-code tool for building AWS-backed apps from Figma designs
vs
LangGraphLow-level orchestration framework and runtime for long-running, stateful agents.
Comparison · AI Agents · weekly run Nov 3
AWS vs LangGraph
Which one do AI engines recommend, and how do they differ on price, fit and features?
The short answer
LangGraph is the stronger AI pick in AI Agents: it has a visibility score of 24.4 versus 12.5 for AWS, and ranks ahead in 46% of the answers that name both.
Choose AWS if…
- You need SOC 1 or SOC 2 or SOC 3 or ISO 27017 or ISO 27018 or ISO 27701 or PCI DSS Level 1 or FedRAMP or DoD SRG or ISO 9001 or ISO 27001 coverage
- Core federation and multi-account management included at no extra charge
- Enterprise-grade reliability and uptime on AWS infrastructure
- Pay-as-you-go, usage-based pricing
Choose LangGraph if…
- You want the brand AI engines rank higher (24.4 vs 12.5)
- AI answers describe it more positively (44% vs 16% positive)
- You need a self-hosted or on-premises option
- You need SOC 2 Type II or ISO 27001:2022 or GDPR or HIPAA coverage
AI visibility side by side
Latest weekly run · Nov 3
| Metric | AWS | LangGraph |
|---|---|---|
| Visibility score | 12.5% | 24.4% |
| Change vs last week | New | New |
| Rank in AI Agents | #11 | #4 |
| Share of voice | 3.1% | 5.3% |
| Mentions this run | 21 | 33 |
| Positive in AI answers | 16% | 44% |
The stronger value in each row is marked with a ✓.
Visibility score trend
Weekly runs over the last 60 days
AWS 0pp · LangGraph 0pp over 0 weekly runs.
Engine by engine
LangGraph leads on 2 of 3 engines
ChatGPT
AI Mode
Perplexity
AWSLangGraph
Head to head in AI answers
13 engine answers name both brands
7AWS ranked higher
6LangGraph ranked higher
| Prompt | Engine | AWS | LangGraph |
|---|---|---|---|
| How do companies build and deploy AI agents that automate work without a dedicated tool? | ChatGPT | #5 | #7 |
| What is the difference between an AI agent platform and MLOps Platforms? | ChatGPT | #3 | #5 |
| Top AI agent platform options for B2B SaaS companies | ChatGPT | #4 | #2 |
| Best AI agent platform for enterprise | AI Mode | #8 | #1 |
| Best AI agent platform for enterprise | Perplexity | #4 | #7 |
| Compare the leading AI Agents platforms | ChatGPT | #5 | #6 |
| Compare the leading AI Agents platforms | AI Mode | #8 | #1 |
| Compare the leading AI Agents platforms | Perplexity | #5 | #8 |
| Alternatives to the most popular AI agent platform | Perplexity | #8 | #3 |
| Best AI agent platform with AI features | AI Mode | #6 | #1 |
| Official website of the top AI agent platform vendors | ChatGPT | #6 | #25 |
| Official website of the top AI agent platform vendors | Perplexity | #7 | #13 |
Features, pricing & fit
| Dimension | AWS | LangGraph |
|---|---|---|
| Deployment | — | SaaS in US and EU regions, plus self-hosted and hybrid options available on Enterprise only. |
| Compliance | SOC 1, SOC 2, SOC 3, ISO 27017, ISO 27018, ISO 27701, PCI DSS Level 1, FedRAMP, DoD SRG, ISO 9001, ISO 27001 | SOC 2 Type II, ISO 27001:2022, GDPR, HIPAA |
| Founded | 2021 | — |
| Headquarters | Seattle, Washington | San Francisco |
| Employees | 5,000+ | — |
| Funding | — | Series B |
| Best for | — | Teams building long-running, stateful AI agents. |
Pros and cons
Themes from the AI answers that mention each brand
AWS
- Core federation and multi-account management included at no extra charge
- Enterprise-grade reliability and uptime on AWS infrastructure
- Pay-as-you-go, usage-based pricing
- Deep integration with the AWS ecosystem and AI tools
- Recognised by analysts such as Gartner and ISG
- Requires strong AWS engineering or technical expertise
LangGraph
- Production standard for stateful, multi-agent workflows
- Strong engineering control for complex, cyclical agent logic
- Widely adopted open-source developer framework
- Best choice for autonomous AI agents
- Heavy developer framework that requires coding effort
Data collected ·ChatGPT, Perplexity, Google AI Mode·coverage 100%·next run
Cite as: SlateIndex, “AWS vs LangGraph”, https://slateindex.ai/compare/aws-vs-langgraph, data of Nov 3, 2026. Licence: CC BY 4.0.