PayloopPayloop
CommunityVoicesToolsDiscoverLeaderboardReportsBlog
Save Up to 65% on AI
Powered by Payloop — LLM Cost Intelligence
Tools/Guidance/vs Graphiti
Guidance

Guidance

framework
vs
Graphiti

Graphiti

framework

Guidance vs Graphiti — Comparison

Pain: 1/10015 integrations10 featuresOther
Pain: 1/1008 integrations10 featuresOther
The Bottom Line

Guidance is praised for its strong performance in complex coding environments and agentic capabilities, boasting 21,364 GitHub stars. Graphiti, with 24,254 GitHub stars and an average rating of 4.8/5 from 20 reviews, is noted for its user-friendly interface and innovative knowledge graph features. While Guidance excels in multi-step task support, Graphiti is favored for its real-time context building.

Best for

Guidance is the better choice when your team requires advanced coding assistance and workflow enhancement in multi-step tasks.

Best for

Graphiti is the better choice when your team needs to build integrated, real-time knowledge graphs for AI applications, prioritizing a user-friendly interface and high functionality.

Key Differences

  • 1.Guidance offers extensive integrations with developer tools like Transformers and PyTorch, making it suitable for complex coding tasks.
  • 2.Graphiti's strengths lie in its ability to create and manage real-time evolving knowledge graphs, which provides rich contextual information over flat data.
  • 3.Guidance uses a tiered pricing model, whereas Graphiti combines per-seat with tiered pricing, which may benefit different organizational structures.
  • 4.Graphiti has a higher GitHub star count (24,254) and a high user satisfaction rating of 4.8/5, suggesting a robust community perception.
  • 5.Guidance focuses more on enhancing existing workflow through advanced AI capabilities, while Graphiti emphasizes transformable knowledge graphs for enriched AI training contexts.

Verdict

Engineering teams looking for comprehensive coding and agentic support should consider Guidance for its advanced task capabilities and multiplicity of integrations. Meanwhile, those focused on leveraging AI through enriched contextual knowledge should opt for Graphiti due to its powerful graph management and high user satisfaction. Each tool excels in its niche, catering to distinct needs within AI implementation.

Overview
What each tool does and who it's for

Guidance

A guidance language for controlling large language models. - guidance-ai/guidance

"Guidance" software is praised for its ability to support advanced and multi-step tasks effectively, benefiting from integrations with tools like GitHub Copilot. Users appreciate its strong performance in complex coding environments and agentic execution capabilities. However, some users express concerns about its move to a usage-based billing model, indicating that cost could become a significant factor for some. Overall, it maintains a solid reputation for enhancing developer workflows, though pricing remains a sensitive area for users.

Graphiti

Build Real-Time Knowledge Graphs for AI Agents. Contribute to getzep/graphiti development by creating an account on GitHub.

Graphiti users overwhelmingly praise the software, as reflected in its consistently high ratings on G2, citing its functionality and user-friendly interface as major strengths. There are no evident complaints in the available reviews, suggesting general satisfaction. The social mentions primarily relate to excitement and updates around related development tools, without specific reference to Graphiti itself. Pricing sentiment cannot be specifically determined from the available data, but the overwhelmingly positive reviews contribute to a strong overall reputation for the tool.

Key Metrics
—
Avg Rating
4.8★ (20)
72
Mentions (30d)
42
21,364
GitHub Stars
24,254
1,157
GitHub Forks
2,403
Mention Velocity
How discussion volume is trending week-over-week

Guidance

-88% vs last week

Graphiti

+71% vs last week
Where People Discuss
Mention distribution across platforms

Guidance

Twitter/X
49%
Reddit
45%
YouTube
3%
Lemmy
3%
GitHub
1%

Graphiti

Twitter/X
93%
YouTube
4%
Reddit
2%
Community Sentiment
How developers feel about each tool based on mentions and reviews

Guidance

5% positive95% neutral0% negative

Graphiti

5% positive95% neutral0% negative
Pricing

Guidance

tiered

Graphiti

per-seat + tiered
Use Cases
When to use each tool

Guidance (10)

Text generation for chatbotsAutomated content creation for blogsCode generation and assistanceData analysis and report generationNatural language understanding tasksInteractive storytelling applicationsPersonalized email draftingEducational tutoring systemsLanguage translationSentiment analysis

Graphiti (1)

Quick Start
Features

Only in Guidance (10)

Set the temperature of the generationCapture the generated page from the Model objectA Pythonic interface for language modelsGuarantee output syntax with constrained generationDebug grammars offline (no model API calls)Create your own Guidance functionsGenerating JSONResourcesLicenseContributing

Only in Graphiti (10)

Build context graphs that evolve with every interaction — tracking what's true now and what was true before.Give agents rich, structured context instead of flat document chunks or raw chat history.Query across time, meaning, and relationships with hybrid retrieval (semantic + keyword + graph traversal).Python 3.10 or higherNeo4j 5.26 / FalkorDB 1.1.2 / Kuzu 0.11.2 / Amazon Neptune Database Cluster or Neptune Analytics Graph + Amazon OpenSearch Serverless collection (serves as the full text search backend)OpenAI API key (Graphiti defaults to OpenAI for LLM inference and embedding)Google Gemini, Anthropic, or Groq API key (for alternative LLM providers)Connecting to a Neo4j, Amazon Neptune, FalkorDB, or Kuzu databaseInitializing Graphiti indices and constraintsAdding episodes to the graph (both text and structured JSON)
Integrations

Shared (1)

OpenAI

Only in Guidance (14)

Transformersllama.cppHugging FaceTensorFlowPyTorchFastAPIFlaskDjangoStreamlitJupyter NotebooksVS CodeGitHub ActionsDockerKubernetes

Only in Graphiti (7)

Neo4jFalkorDBKuzuAmazon NeptuneGoogle GeminiAnthropicGroq
Developer Ecosystem
11
GitHub Repos
11
236
GitHub Followers
417
20
npm Packages
15
18
HuggingFace Models
—
Social Reach
—
Twitter Followers
2,600,000
What Users Say
Top reviews from G2, Capterra, and TrustRadius

Guidance

No reviews yet

Graphiti

What do you like best about Alta | AI Revenue Workforce?We attend about 10 industry events per year and the follow up was always chaotic. Someone would export a list of scanned badges and then manually email people weeks later. With Alta we upload the list and the agent handles personalized follow up immediately referencing conversations from the event. The LinkedIn integration also connects with people we met. It makes us look professional and responsive. Review collected by and hosted on G2.com.What do you dislike about Alta | AI Revenue Workforce?The event template could be more specific. I had to customize the messaging myself instead of using a pre built option. Review collected by and hosted on G2.com.

5.0\u2605Christina M.g2

What do you like best about Alta | AI Revenue Workforce?I run demand gen at a 30 person company and we cannot afford a big SDR team. Alta acts like an extra team member running outbound 24/7. The personalization is what impressed me most. I tested it by sending myself a test email and it referenced a LinkedIn post I made three months ago about a specific industry trend. That level of detail would take a human hours to find. Review collected by and hosted on G2.com.What do you dislike about Alta | AI Revenue Workforce?The linkedin automation works well but you need to connect your personal profile and I was worried about limits. So far no issues but it is something to monitor. Review collected by and hosted on G2.com.

5.0\u2605Marcus J.g2

What do you like best about Alta | AI Revenue Workforce?As a CEO, I'm always looking for tools that remove friction for my team without requiring constant oversight from me. Alta has delivered on that. What impressed me most from the start is the user interface we evaluated a handful of AI sales tools over the past year, and Alta's UI is the most intuitive by far. My team actually wanted to use it, which is half the battle with new software adoption. The quality of personalization the platform generates is also genuinely useful. It picks up on meaningful LinkedIn signals from prospects and weaves that context into outreach in a way that doesn't sound robotic or templated. The integration with our CRM was also surprisingly deep and smooth data flows both ways without hiccups, which saved us from building messy middleware workarounds. Review collected by and hosted on G2.com.What do you dislike about Alta | AI Revenue Workforce?The platform itself performs well, but if I'm being critical, the initial onboarding required more hands-on support from their team than I'd ideally like. They were amazing and responsive throughout the process, which I truly appreciated, but a more robust self service setup with clearer documentation would help companies like mine get up and running even faster. It's not a deal breaker, but it's something to be aware of if you're a smaller team without a dedicated person to manage the implementation. Review collected by and hosted on G2.com.

5.0\u2605Sophia M.g2
Pain Points
Top complaints from reviews and social mentions

Guidance

down (6)token cost (2)token usage (1)breaking (1)right now (1)

Graphiti

down (7)critical (1)breaking (1)
Top Discussion Keywords
Most mentioned keywords from community discussions

Guidance

down (6)token cost (2)token usage (1)breaking (1)right now (1)

Graphiti

down (7)critical (1)breaking (1)
Product Screenshots

Guidance

Guidance screenshot 1

Graphiti

Graphiti screenshot 1Graphiti screenshot 2Graphiti screenshot 3
What People Talk About
Most discussed topics from community mentions

Guidance

open source27
agents16
api11
deployment9
security8
streaming8
scalability7
workflow7

Graphiti

open source23
agents12
workflow6
security5
performance5
model selection4
api4
support3
Top Community Mentions
Highest-engagement mentions from the community

Guidance

Brazil, Indonesia, Japan, Germany, and India fueled a massive surge in 2025, adding nearly 36 million new developers to GitHub. 🌏 India alone added 5.2 million. 🇮🇳

Brazil, Indonesia, Japan, Germany, and India fueled a massive surge in 2025, adding nearly 36 million new developers to GitHub. 🌏 India alone added 5.2 million. 🇮🇳

Twitter/Xby @githubneutral source

Graphiti

We are investigating unauthorized access to GitHub’s internal repositories. While we currently have no evidence of impact to customer information stored outside of GitHub’s internal repositories (such

We are investigating unauthorized access to GitHub’s internal repositories. While we currently have no evidence of impact to customer information stored outside of GitHub’s internal repositories (such as our customers’ enterprises, organizations, and repositories), we are closely

Twitter/Xby @github source
Company Intel
information technology & services
Industry
information technology & services
6,200
Employees
6,200
$7.9B
Funding
$7.9B
Other
Stage
Other
Supported Languages & Categories

Shared (4)

AI/MLFinTechDevOpsSecurity

Only in Guidance (1)

Developer Tools

Only in Graphiti (1)

Analytics
Frequently Asked Questions
Is Guidance or Graphiti better for [specific use case]?▼

Graphiti is better for applications requiring knowledge graphs, while Guidance suits complex coding and task automation needs.

How does Guidance pricing compare to Graphiti?▼

Guidance offers tiered pricing, whereas Graphiti combines per-seat and tiered pricing, potentially offering more scalability based on team size.

Which has better community support, Guidance or Graphiti?▼

Graphiti, with 24,254 GitHub stars and high user ratings, indicates broader community endorsement compared to Guidance's 21,364 stars.

Can Guidance and Graphiti be used together?▼

Yes, both tools can be integrated into workflows, leveraging Guidance for task automation and Graphiti for contextual knowledge management.

Which is easier to get started with, Guidance or Graphiti?▼

Graphiti generally offers a more user-friendly interface, reported by users as easy to use, which might ease the initial learning curve.

View Guidance Profile View Graphiti Profile