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What is Vedana?

Your organization’s information is dispersed across multiple formats, including PDFs, spreadsheets, wikis, and ERP exports. While traditional retrieval augmented generation (RAG) methods can retrieve the top-K related snippets, this is sufficient for brief overviews but falls short when detailed and thorough responses are necessary. Vedana implements a structure-first approach that allows you to establish your domain through anchors, attributes, and connections. It methodically integrates your data into a well-organized knowledge graph, which permits AI agents to explore it progressively by executing graph queries, vector searches, and compiling responses directly from authentic data. In this architecture, the language model processes the information while the actual data retains its status as the primary source. The benefits you receive encompass: - Exact figures: acquiring specific prices, dates, and statuses directly from the graph - Inclusive results: ensuring that all relevant records are considered without any omissions - Multi-step reasoning: effortlessly linking product details to categories, regulations, and documents - Traceability: confirming that every response is connected back to particular nodes, edges, and data segments - Consistency: producing the same outcomes with identical queries and operations Moreover, the system features built-in evaluation using gold-standard datasets and is compatible with any language model. It can be implemented as open-core, managed cloud, or on-premises solutions, with pilot projects available in just four weeks. This innovative methodology not only improves accuracy but also nurtures a profound understanding of the interconnected data ecosystem, ultimately empowering your organization to make better-informed decisions.

What is Constellation?

AI agents currently lack a true grasp of the intricacies within your codebase, highlighting the necessity to evolve from superficial text searching to authentic code comprehension. Conventional AI coding agents frequently waste their contextual capabilities on rummaging through files and making speculative assumptions about code structure. However, with Constellation, you can equip them with a robust, organization-wide knowledge graph of your codebase that features advanced tools such as symbol search, dependency graphs, and impact analysis, all accessible via MCP. This cutting-edge method guarantees that every token is leveraged for reasoning rather than merely for exploration, thereby enhancing efficiency and precision in code understanding. By significantly improving code comprehension, your team will be empowered to collaborate more effectively and harmoniously, ultimately driving better project outcomes. This shift not only boosts productivity but also fosters a deeper engagement with the code across the entire team.

Media

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Integrations Supported

Claude
Claude Code
Codex CLI
Cursor
Gemini CLI
GitHub Actions
GitLab
Kilo Code
Model Context Protocol (MCP)
OpenCode

Integrations Supported

Claude
Claude Code
Codex CLI
Cursor
Gemini CLI
GitHub Actions
GitLab
Kilo Code
Model Context Protocol (MCP)
OpenCode

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

$29.99/month
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Epoch8

Date Founded

2017

Company Location

Georgia

Company Website

e8.team/

Company Facts

Organization Name

ShiftinBits Inc

Date Founded

2025

Company Location

United States

Company Website

shiftinbits.com

Categories and Features

Categories and Features

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