Engram vs. Graphify Comparison


Engram Weaviate	Graphify
Learn More about Engram Update Features for Engram	Learn More about Graphify Update Features for Graphify	Add To Compare	Add To Compare

Engram	Graphify
		Related Products LM-Kit.NET LM-Kit.NET is a complete local AI runtime for .NET that lets engineering teams ship AI-powered features without cloud dependencies, per-token costs, or data leaving the network. Most .NET AI integrations stop at inference. LM-Kit.NET covers the full range of capabilities production applications actually need: agentic workflows with tool calling, planning, and memory; document intelligence with OCR and structured extraction; retrieval-augmented generation with built-in vector storage; multilingual speech-to-text; vision and multimodal understanding; text analysis with classification, NER, PII extraction, and sentiment; and text generation with translation, summarization, and constrained output. Ships in one NuGet package, runs in-process with no sidecar services, and works across all major hardware acceleration backends. Drop-in replacement for Semantic Kernel through its Microsoft.Extensions.AI compatibility layer. 4.8 out of 5 stars 29 Ratings Visit Website for LM-Kit.NET Google Compute Engine Compute Engine is Google's infrastructure as a service (IaaS) platform for organizations to create and run cloud-based virtual machines. Computing infrastructure in predefined or custom machine sizes to accelerate your cloud transformation. General purpose (E2, N1, N2, N2D) machines provide a good balance of price and performance. Compute optimized (C2) machines offer high-end vCPU performance for compute-intensive workloads. Memory optimized (M2) machines offer the highest memory and are great for in-memory databases. Accelerator optimized (A2) machines are based on the A100 GPU, for very demanding applications. Integrate Compute with other Google Cloud services such as AI/ML and data analytics. Make reservations to help ensure your applications have the capacity they need as they scale. Save money just for running Compute with sustained-use discounts, and achieve greater savings when you use committed-use discounts. 4.4 out of 5 stars 1,169 Ratings Visit Website for Google Compute Engine NeuBird NeuBird is the governed center of agentic operations: one secure, audited connection to your telemetry and your LLMs, with a memory of every investigation, so your engineers, your leaders, and your own agents all start from what the company already knows. 5.0 out of 5 stars 2 Ratings Visit Website for NeuBird Dragonfly Dragonfly is a drop-in Redis replacement that cuts costs and boosts performance. Designed to fully utilize the power of modern cloud hardware and deliver on the data demands of modern applications, Dragonfly frees developers from the limits of traditional in-memory data stores. The power of modern cloud hardware can never be realized with legacy software. Dragonfly is optimized for modern cloud computing, delivering 25x more throughput and 12x lower snapshotting latency when compared to legacy in-memory data stores like Redis, making it easy to deliver the real-time experience your customers expect. Scaling Redis workloads is expensive due to their inefficient, single-threaded model. Dragonfly is far more compute and memory efficient, resulting in up to 80% lower infrastructure costs. Dragonfly scales vertically first, only requiring clustering at an extremely high scale. This results in a far simpler operational model and a more reliable system. 4.9 out of 5 stars 16 Ratings Visit Website for Dragonfly Air Air gives your team's work a memory. Every asset, version, and approval is tracked in one place, and that context powers everything that happens next: finding what's approved in seconds, adapting it for any channel, and scaling it everywhere without breaking brand. Air connects the creative team that makes the work to the marketing team that multiplies it, with a shared system of record keeping everyone aligned. 4.6 out of 5 stars 988 Ratings Visit Website for Air RaimaDB RaimaDB is an embedded time series database for IoT and Edge devices that can run in-memory. It is an extremely powerful, lightweight and secure RDBMS. Field tested by over 20 000 developers worldwide and has more than 25 000 000 deployments. RaimaDB is a high-performance, cross-platform embedded database designed for mission-critical applications, particularly in the Internet of Things (IoT) and edge computing markets. It offers a small footprint, making it suitable for resource-constrained environments, and supports both in-memory and persistent storage configurations. RaimaDB provides developers with multiple data modeling options, including traditional relational models and direct relationships through network model sets. It ensures data integrity with ACID-compliant transactions and supports various indexing methods such as B+Tree, Hash Table, R-Tree, and AVL-Tree. 4.8 out of 5 stars 12 Ratings Visit Website for RaimaDB Gemini platform Gemini platform is an enterprise AI development and machine learning platform from Google Cloud that enables organizations to build, customize, deploy, and manage AI agents and intelligent applications. Formerly known as Vertex AI, the platform provides access to more than 200 foundation models from Google, third-party providers, and open-source communities. Its Agent Studio and Agent Development Kit allow developers to create autonomous agents, design multistep workflows, and integrate artificial intelligence with enterprise data and external tools. The platform also supports custom model training, fine-tuning, machine learning pipelines, model evaluation, and scalable inference infrastructure. Enterprise capabilities include agent identity management, centralized governance, security policies, persistent memory, and monitoring tools for evaluating agent performance. Gemini platform integrates with BigQuery, Google Antigravity, Google Cloud infrastructure, and developer frameworks to support generative AI applications, predictive analytics, and automated business workflows. 4.3 out of 5 stars 1,178 Ratings Visit Website for Gemini platform Bitdefender Ultimate Small Business Security Bitdefender Small Business Security delivers enterprise-grade, layered cyber-protection designed specifically for small organizations. It covers Windows, macOS, iOS, and Android devices with centralized, easy-to-use management, so businesses without a dedicated IT staff can deploy and monitor security from one dashboard. Key features include multi-layered endpoint protection (machine learning, behavioral analytics, real-time monitoring, process termination, and rollback) to prevent known and unknown threats. It offers ransomware prevention and mitigation (detecting abnormal encryption attempts and restoring files from backups), fileless attack protection (memory/back-injection interference, script blocking), phishing & fraud prevention (blocking deceptive sites and warning users), and advanced exploit protection (real-time shield of browsers, Office apps, Adobe Reader) for comprehensive endpoint defense. 5.0 out of 5 stars 5 Ratings Visit Website for Bitdefender Ultimate Small Business Security SearchUnify SearchUnify is an enterprise Agentic AI platform that unifies enterprise knowledge and powers autonomous AI agents across the customer support lifecycle. Built on SearchUnifyFRAG™ (Federated Retrieval Augmented Generation) and Agentic RAG, it delivers contextually accurate, real-time responses across self-service, agent-assisted, and automated support workflows. Its product suite includes Cognitive Search, SearchUnifyGPT™, SUVA (Virtual Assistant), Knowbler, and Agent Helper. The Agentic AI Suite deploys eight specialized AI Agents handling case resolution, case classification, escalation management, knowledge management, case quality auditing, and L2 technical workflow automation. SearchUnify supports BYOLLM, enabling LLM flexibility without vendor lock-in, and uses Model Context Protocol (MCP) for secure enterprise integrations. A built-in governance layer provides role-based access control, PII masking, and compliance with ISO 27001, HIPAA, and SOC 2. 4.5 out of 5 stars 150 Ratings Visit Website for SearchUnify Foxit Document Workflow APIs Foxit provides a powerful suite of cloud-native APIs that help organizations automate, secure, and modernize document workflows. Built on scalable REST architecture, Foxit APIs enable developers to generate, convert, extract, sign, and display documents directly within applications—eliminating manual processes and accelerating digital operations. The Foxit PDF Services API supports high-volume PDF automation, including conversion, extraction, optimization, and redaction. The Document Generation API creates dynamic PDFs and DOCX files from templates and real-time business data. The Foxit eSign API embeds legally binding eSignature workflows with full audit trails and compliance support. The PDF Embed API delivers customizable in-app PDF viewing, annotations, and secure access controls. Together, Foxit APIs provide a secure, scalable foundation for end-to-end document automation and digital transformation. 5.0 out of 5 stars 8 Ratings Visit Website for Foxit Document Workflow APIs
Engram: About Engram is a fully managed memory and context service purpose-built to help AI agents remember, learn, and improve over time. Instead of treating memory as an ever-growing pile of raw conversations and events, it turns noisy interaction data into structured, durable, and evolving memories. Applications can send raw text, complete conversations, or pre-extracted facts through a REST API or Python SDK without preprocessing. Engram then runs asynchronous pipelines that extract relevant information, transform it by deduplicating and reconciling it with existing knowledge, and commit a clean memory state without blocking the application’s main workflow. It resolves inconsistencies, adapts to changing preferences and time-evolving facts, and keeps context relevant and efficient. Agents can retrieve ranked memories in real time through vector similarity, BM25 keyword search, or hybrid retrieval, reducing the need to resend entire conversation histories.	Graphify: About Graphify is an open source knowledge graph engine that turns any input, including code, docs, papers, meetings, images, browser tabs, and commits, into one traversable graph with complete recall. It is built as persistent memory for AI coding assistants, giving tools like Claude Code, Codex, OpenCode, Cursor, Gemini CLI, GitHub Copilot CLI, Aider, Factory Droid, Kimi Code, Kiro, Pi, and Google Antigravity a queryable understanding of a project instead of making them repeatedly grep through files. Users can point Graphify at any directory, and it builds an initial corpus through AST extraction, semantic analysis, and Leiden clustering, transforming an entire codebase or document corpus into a graph in one pass. Unlike RAG pipelines that re-embed everything on every change, Graphify maintains a living graph that updates only affected nodes and edges when files change, allowing the rest of the corpus to stay intact even at enterprise scale.
Engram: Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Graphify: Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Engram: Audience AI developers that need persistent, structured memory so agents can retain context, learn from interactions, and share knowledge across sessions	Graphify: Audience Developers and AI teams that need to turn code, documents, meetings, images, and other data into a unified, traversable knowledge graph
Engram: Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Graphify: Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
Engram: API Offers API Supported	Graphify: API Offers API Not Supported
Engram: Screenshots and Videos View more images or videos	Graphify: Screenshots and Videos View more images or videos
Engram: Pricing $45 per month Free Version Supported Free Trial Not Supported	Graphify: Pricing Free Free Version Supported Free Trial Not Supported
Engram: Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Graphify: Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Engram: Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Graphify: Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Engram: Company Information Weaviate Founded: 2019 The Netherlands weaviate.io/product/engram	Graphify: Company Information Graphify United States graphifylabs.ai/
Engram: Alternatives Papr Papr.ai	Graphify: Alternatives claude-mem cmem.ai
Engram: Hindsight Vectorize	Graphify: CMEM Cloud cmem.ai
Engram: EverOS EverMind	Graphify: Hindsight Vectorize
Engram: LangMem LangChain	Graphify: Constellation ShiftinBits Inc
Engram: Maximem View All	Graphify: Maguyva View All
Engram: Categories AI Memory Layers Supported	Graphify: Categories Agentic AI Supported AI Memory Layers Supported

Engram: Integrations Python Supported Aider Not Supported Antigravity CLI Not Supported C Not Supported C++ Not Supported Claude Code Not Supported Codex CLI Not Supported Cursor Not Supported Gemini CLI Not Supported GitHub Copilot CLI Not Supported Go Not Supported Hermes Agent Not Supported Kimi Code CLI Not Supported Kiro Not Supported OpenAI Codex Not Supported Pi Agent Not Supported Rust Not Supported Swift Not Supported TRAE Not Supported TypeScript Not Supported Show More Integrations View All 1 Integration	Graphify: Integrations Python Supported Aider Supported Antigravity CLI Supported C Supported C++ Supported Claude Code Supported Codex CLI Supported Cursor Supported Gemini CLI Supported GitHub Copilot CLI Supported Go Supported Hermes Agent Supported Kimi Code CLI Supported Kiro Supported OpenAI Codex Supported Pi Agent Supported Rust Supported Swift Supported TRAE Supported TypeScript Supported Show More Integrations View All 28 Integrations
Engram: Claim Engram and update features and information Claim Engram and update features and information	Graphify: Claim Graphify and update features and information Claim Graphify and update features and information