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Tools/Graphiti/vs PromptFlow
Graphiti

Graphiti

framework
vs
PromptFlow

PromptFlow

framework

Graphiti vs PromptFlow — Comparison

Pain: 1/1008 integrations10 featuresOther
Pain: 1/1008 integrations8 features
The Bottom Line

Graphiti and PromptFlow serve different niches within AI development: Graphiti excels in building real-time knowledge graphs with 24,254 GitHub stars and a high user rating of 4.8, while PromptFlow focuses on visual prompt design and has 11,087 GitHub stars. Graphiti is known for its integration capabilities with Neo4j and other databases, and PromptFlow is praised for its IDE integrations and real-time feedback features.

Best for

Graphiti is the better choice when teams need to build robust, evolving knowledge graphs and leverage structured context for AI agents, especially in larger enterprises.

Best for

PromptFlow is the better choice when small teams require a versatile tool for creating and managing conversational agents and AI-driven workflows with ease.

Key Differences

  • 1.Graphiti supports hybrid retrieval across semantic, keyword, and graph traversal, while PromptFlow offers a visual prompt design interface specializing in AI model interactions.
  • 2.Graphiti's pricing is per-seat with tiered options, while PromptFlow follows a tiered pricing model focusing more on functionality over cost concerns.
  • 3.Graphiti integrates with databases like Neo4j and Amazon Neptune, whereas PromptFlow has a wide array of integrations including Azure Machine Learning and popular IDEs.
  • 4.Graphiti is backed by a larger organization with about 6,200 employees, which may imply more substantial support, whereas PromptFlow's smaller team of about 3 might cater more to niche issues.
  • 5.Graphiti's user satisfaction is high with a 4.8 average rating, whereas PromptFlow has a neutral pricing sentiment with a focus on its rich functionality.

Verdict

Both Graphiti and PromptFlow are effective but serve different purposes. Graphiti should be chosen for projects requiring complex knowledge graph capabilities and has strong user satisfaction metrics. PromptFlow is suitable for smaller teams focusing on creating and managing prompt-based AI models with strong visual tools. Consider company size and specific feature requirements when choosing.

Overview
What each tool does and who it's for

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.

PromptFlow

Prompt flow Doc

PromptFlow garners attention for its integration capabilities with GPT-powered chatbots, particularly in live website environments, offering practical applications beyond traditional benchmarks. Users appreciate its role in defining complex AI prompts, enhancing productivity in tasks ranging from financial planning to strategic writing. However, there are complaints regarding unexpected project separation and workflow friction, especially in cross-project conversation management. Pricing sentiment is generally neutral, with discussions primarily focusing on functionality and effectiveness instead of cost. Overall, PromptFlow maintains a respectable reputation, esteemed for its versatility and practical utility in enhancing AI-driven processes.

Key Metrics
4.8★ (20)
Avg Rating
—
42
Mentions (30d)
39
24,254
GitHub Stars
11,087
2,403
GitHub Forks
1,089
Mention Velocity
How discussion volume is trending week-over-week

Graphiti

+57% vs last week

PromptFlow

-31% vs last week
Where People Discuss
Mention distribution across platforms

Graphiti

Twitter/X
94%
YouTube
4%
Reddit
2%

PromptFlow

Reddit
94%
YouTube
6%
Community Sentiment
How developers feel about each tool based on mentions and reviews

Graphiti

5% positive95% neutral0% negative

PromptFlow

3% positive96% neutral1% negative
Pricing

Graphiti

per-seat + tiered

PromptFlow

tiered
Use Cases
When to use each tool

Graphiti (1)

Quick Start

PromptFlow (6)

Creating conversational agentsGenerating creative writing promptsDeveloping educational tools and quizzesBuilding chatbots for customer serviceAutomating content generation for blogsEnhancing interactive storytelling experiences
Features

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)

Only in PromptFlow (8)

Visual prompt design interfaceSupport for multiple AI modelsVersion control for promptsCollaboration tools for teamsIntegration with popular IDEsReal-time feedback on prompt effectivenessCustomizable templates for prompt creationAnalytics dashboard for performance tracking
Integrations

Only in Graphiti (8)

Neo4jFalkorDBKuzuAmazon NeptuneOpenAIGoogle GeminiAnthropicGroq

Only in PromptFlow (8)

Azure Machine LearningGitHubVisual Studio CodeJupyter NotebooksSlackTrelloZapierGoogle Cloud AI
Developer Ecosystem
11
GitHub Repos
7,713
417
GitHub Followers
116,174
15
npm Packages
20
—
HuggingFace Models
40
Social Reach
2,600,000
Twitter Followers
—
What Users Say
Top reviews from G2, Capterra, and TrustRadius

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

PromptFlow

No reviews yet

Pain Points
Top complaints from reviews and social mentions

Graphiti

down (7)critical (1)breaking (1)

PromptFlow

cost tracking (2)token usage (2)anthropic bill (1)API costs (1)expensive API (1)
Top Discussion Keywords
Most mentioned keywords from community discussions

Graphiti

down (7)critical (1)breaking (1)

PromptFlow

cost tracking (2)token usage (2)anthropic bill (1)API costs (1)expensive API (1)
Product Screenshots

Graphiti

Graphiti screenshot 1Graphiti screenshot 2Graphiti screenshot 3

PromptFlow

No screenshots

What People Talk About
Most discussed topics from community mentions

Graphiti

open source23
agents12
workflow6
security5
performance5
model selection4
api4
support3

PromptFlow

model selection8
open source4
scalability2
support2
workflow2
documentation2
api2
accuracy2
Top Community Mentions
Highest-engagement mentions from the community

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

PromptFlow

PromptFlow AI

PromptFlow AI

YouTubeneutral source
Company Intel
information technology & services
Industry
information technology & services
6,200
Employees
3
$7.9B
Funding
—
Other
Stage
—
Supported Languages & Categories

Shared (2)

AI/MLDevOps

Only in Graphiti (3)

FinTechSecurityAnalytics

Only in PromptFlow (1)

Developer Tools
Frequently Asked Questions
Is Graphiti or PromptFlow better for building AI chatbots?▼

Graphiti is better for chatbots needing rich context management through knowledge graphs, while PromptFlow excels in visual prompt design for chatbot development.

How does Graphiti pricing compare to PromptFlow?▼

Graphiti uses a per-seat + tiered pricing model perceived as fair, whereas PromptFlow's pricing is purely tiered with discussions focusing more on functionality than cost.

Which has better community support, Graphiti or PromptFlow?▼

Graphiti has a larger GitHub community with 24,254 stars, suggesting more comprehensive support, while PromptFlow has 11,087 stars but a focus on integration versatility.

Can Graphiti and PromptFlow be used together?▼

While there are no direct integrations, teams could potentially use them in tandem by leveraging their respective API and structural strengths for complementary functions.

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

PromptFlow may be easier for teams familiar with visual design and IDEs, while Graphiti requires setup with databases which might pose a steeper learning curve.

View Graphiti Profile View PromptFlow Profile