Comparisons

How Cognipeer compares

Every Cognipeer product, put next to the alternatives teams usually shortlist against it. One table per product, scored capability by capability, so an evaluation does not have to start from a blank spreadsheet.

• Products 9
• Scale Native · Partial · Missing
• Scope Capability coverage, not benchmarks

These tables describe capability coverage — whether a product ships a thing as a first-class feature — not throughput, price, or quality. Where a competitor can reach the same outcome with extra work or a third-party add-on, it is marked Partial rather than Native.

Marker	Meaning
Native	Ships as a first-class, documented capability.
Partial	Reachable, but limited in scope or needs extra assembly.
Missing	Not offered by the product.

Products covered

• Cognipeer Console — AI Control Plane · documentation
• Cognipeer Console EE — Enterprise edition of Console · documentation
• Cognipeer Agent SDK — Deterministic TypeScript Agent Runtime · documentation
• Cognipeer Console SDK — TypeScript SDK for Cognipeer Console · documentation
• Cognipeer Client SDK — Studio Integration SDK · documentation
• Cognipeer Agent Server — Agent Serving Infrastructure · documentation
• Cognipeer Chat UI — AI Conversational Interface Kit · documentation
• Cognipeer to-markdown — File → Markdown converter · documentation
• Cognipeer graph-builder — Reasoning graphs & document flows · documentation

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Cognipeer Console

AI Control Plane. Self-hosted AI infrastructure with OpenAI-compatible API, provider routing & resiliency, vector orchestration, files pipeline, guardrails, tracing & observability, and project-level resource management.

• Category Flagship · Control plane
• Licence AGPL-3.0

Self-hosted AI platformOpenAI-compatible APIsMulti-tenant operations

Who it is for. Platform teams that need a multi-tenant control plane and operational surface for inference, vectors, files, and tracing.

Documentation · GitHub

Product	Role	Self-Hosted	Open Source	OpenAI Compatible	Routing / Fallback	Rate Limiting	Caching	Guardrails	Tracing	Vector Ops
Cognipeer Console	AI Control Plane	Native	Native	Native	Native	Native	Native	Native	Native	Native
LiteLLM	AI Gateway	Native	Native	Native	Native	Native	Partial	Missing	Partial	Partial
Helicone	Gateway + Observability	Native	Native	Native	Partial	Partial	Partial	Missing	Native	Missing
Portkey	Managed AI Gateway	Partial	Partial	Native	Native	Native	Native	Missing	Native	Partial
Cloudflare AI Gateway	Edge AI Gateway	Missing	Missing	Native	Native	Native	Native	Missing	Native	Missing
Kong AI Gateway	Enterprise API Gateway	Native	Partial	Native	Native	Native	Native	Missing	Partial	Partial
Envoy AI Gateway	Kubernetes-native Gateway	Native	Native	Partial	Native	Native	Partial	Missing	Partial	Partial
Langfuse	LLM Observability Platform	Native	Native	Missing	Missing	Missing	Missing	Native	Native	Partial

Cognipeer Console EE

Enterprise edition of Console. A closed-source enterprise overlay on top of open-source Console. Adds GPU fleet management, isolated code sandboxes, realtime voice, LDAP/Active Directory SSO, automated prompt optimization, and cluster administration — gated per tenant by a signed license.

• Category Enterprise · Console
• Licence Commercial
• Status enterprise

Self-hosted at scaleDirectory SSO (LDAP/AD)GPU & sandbox workloads

Who it is for. Enterprises that run Console at scale and need managed GPU infrastructure, isolated agent execution, corporate directory SSO, and compliance-grade licensing on top of the open-source control plane.

Documentation · Talk to sales

Product	Role	Self-Hosted	Directory SSO	GPU Fleet	Code Sandbox	Realtime Voice	Prompt Optimization	Cluster Admin	Signed Licensing
Cognipeer Console EE	Enterprise control plane overlay	Native	Native	Native	Native	Native	Native	Native	Native
Cognipeer Console (OSS)	Open-source control plane	Native	Missing	Missing	Partial	Missing	Missing	Missing	Missing
Portkey Enterprise	Managed AI gateway	Partial	Native	Missing	Missing	Missing	Partial	Partial	Native
LiteLLM Enterprise	Gateway + admin	Native	Native	Missing	Missing	Missing	Missing	Partial	Native
In-house build	DIY platform team	Native	Partial	Partial	Partial	Partial	Missing	Partial	Partial

Cognipeer Agent SDK

Deterministic TypeScript Agent Runtime. A deterministic TypeScript agent runtime for planning, reasoning, memory, and multi-agent orchestration. Native providers for OpenAI, Anthropic, Azure, Bedrock, and Vertex — no LangChain required — with a zero-graph, message-first loop plus built-in summarisation, guardrails, structured output, and tracing.

• Category Flagship · Runtime
• Licence MIT
• Package @cognipeer/agent-sdk

Custom agent orchestrationDeterministic workflowsTracing-rich execution

Who it is for. Teams building custom agent logic in TypeScript and needing deterministic execution, planning, reasoning, and human-in-the-loop control.

Documentation · npm · GitHub

Product	Role	Deterministic Runtime	Planning	Summarisation	Guardrails	Interrupt	Pause / Continue	Human-in-the-Loop	Multi-Agent	Structured Output
Cognipeer Agent SDK	Deterministic Agent Runtime	Native	Native	Native	Native	Native	Native	Native	Native	Native
LangChain (JS)	LLM Framework	Missing	Partial	Missing	Missing	Missing	Missing	Missing	Partial	Partial
LangGraph	Graph-based Agent Runtime	Missing	Partial	Missing	Missing	Missing	Partial	Missing	Native	Partial
OpenAI Assistants API	Managed Agent Runtime	Missing	Missing	Missing	Partial	Missing	Missing	Missing	Missing	Partial
CrewAI	Multi-Agent Framework	Missing	Partial	Missing	Missing	Missing	Missing	Missing	Native	Missing
Microsoft Autogen	Multi-Agent Framework	Missing	Partial	Missing	Missing	Missing	Missing	Missing	Native	Missing

Cognipeer Console SDK

TypeScript SDK for Cognipeer Console. Official TypeScript/JavaScript SDK for Cognipeer Console. Provides type-safe access to chat completions, embeddings, vector operations, file management, agent tracing, and guardrails.

• Category Around Console
• Licence MIT
• Package @cognipeer/console-sdk

Console APIs from TypeScriptRAG and vector workflowsTyped platform integration

Who it is for. Application teams integrating with a Cognipeer Console deployment for chat, embeddings, vector, files, tracing, and guardrails.

Documentation · npm · GitHub

Product	Role	Chat API	Embeddings	Vector Ops	File Mgmt	Tracing	Guardrails	Type-Safe	Streaming
Cognipeer Console SDK	Full Platform SDK	Native	Native	Native	Native	Native	Native	Native	Native
OpenAI Node SDK	Single Provider SDK	Native	Native	Missing	Native	Missing	Missing	Native	Native
LangChain JS	LLM Framework	Native	Native	Partial	Missing	Partial	Missing	Partial	Native

Cognipeer Client SDK

Studio Integration SDK. Official JavaScript and TypeScript SDK for Cognipeer Studio. Connect applications to Studio conversations, channels, peers, users, and client-side tool execution from the browser or server.

• Category Around Console
• Licence MIT
• Package @cognipeer/sdk

Studio conversationsClient-side tool executionBrowser and Node integrations

Who it is for. Product and application teams integrating Cognipeer Studio into web apps, backends, and custom conversational experiences.

Documentation · npm · GitHub

Product	Role	Studio Auth	Client Tools	Browser Ready	Typed Resources	Conversation API	Flow Support	Pagination	Open Source
Cognipeer Client SDK	Studio Integration SDK	Native	Native	Native	Native	Native	Native	Native	Native
Direct REST Calls	Handwritten HTTP Client	Partial	Partial	Native	Missing	Partial	Partial	Missing	Native
OpenAI Node SDK	Model Provider SDK	Missing	Partial	Partial	Native	Missing	Missing	Missing	Native
Generic Fetch Wrapper	Custom API Helper	Partial	Missing	Native	Partial	Partial	Partial	Partial	Native

Cognipeer Agent Server

Agent Serving Infrastructure. A production-ready serving layer that registers, versions, and exposes multiple AI agents as secure, streaming-enabled REST services with Swagger/OpenAPI documentation.

• Category Around Agent SDK
• Licence MIT
• Package @cognipeer/agent-server

Serving custom agentsREST and SSE APIsVersioned agent delivery

Who it is for. Backend teams that need to publish agents as versioned APIs with streaming, auth, storage, and OpenAPI discovery.

Documentation · npm · GitHub

Product	Role	Multi-Agent Serving	Streaming (SSE)	Built-in Auth	Built-in Storage	File Handling	OpenAPI / Swagger	Framework Adapters
Cognipeer Agent Server	Agent → REST API Infrastructure	Native	Native	Native	Native	Native	Native	Native
Custom FastAPI / Express	DIY API Layer	Partial	Partial	Partial	Partial	Partial	Partial	Native
OpenAI Assistants API	Managed Runtime Endpoint	Missing	Native	Native	Native	Partial	Missing	Missing
LangServe (LangChain)	LangChain App Serving	Partial	Partial	Partial	Partial	Partial	Partial	Partial

Cognipeer Chat UI

AI Conversational Interface Kit. A React component library for building modern, real-time conversational interfaces powered by AI agents. ChatGPT-style experience with streaming, tool transparency, and full customisation.

• Category Around Agent SDK
• Licence MIT
• Package @cognipeer/chat-ui

Agent chat interfacesStreaming experiencesEmbeddable React UI

Who it is for. Frontend teams that need a production-ready conversational UI for agent and chat experiences with streaming and tool visibility.

Documentation · npm · GitHub

Product	Role	Streaming (SSE)	Tool Call Viz	File Uploads	Theming	Hooks API	Agent Server Ready	Open Source
Cognipeer Chat UI	Agent Chat UI Kit	Native	Native	Native	Native	Native	Native	Native
Vercel AI SDK UI	UI Building Blocks	Native	Partial	Partial	Partial	Native	Partial	Native
Generic Chat Components	Basic Chat UI	Partial	Missing	Partial	Partial	Partial	Missing	Partial
Fully Custom Build	From Scratch	Native	Native	Native	Native	Native	Native	Missing

Cognipeer to-markdown

File → Markdown converter. A TypeScript-first utility that converts 20+ formats — PDF, DOCX, PPTX, XLSX/CSV, HTML, Jupyter notebooks, ZIP archives, RSS/Atom, images, and audio — into clean Markdown, ready for RAG pipelines and LLM context windows.

• Category Utilities
• Licence MIT
• Package @cognipeer/to-markdown

RAG ingestionDocument normalisationTypeScript-first

Who it is for. Anyone building a RAG pipeline or document workflow that needs to normalise heterogeneous file formats into a single, LLM-friendly representation.

Documentation · npm · GitHub

Product	Role	PDF	DOCX / PPTX	HTML	Excel / CSV	TypeScript	Open source
Cognipeer to-markdown	File → Markdown utility	Native	Native	Native	Native	Native	Native
pandoc	CLI document converter	Partial	Native	Native	Partial	Missing	Native
unstructured.io	Python ingestion lib	Native	Native	Native	Native	Missing	Partial
turndown	HTML → Markdown	Missing	Missing	Native	Missing	Native	Native

Cognipeer graph-builder

Reasoning graphs & document flows. An API-first TypeScript library that turns text sources into a queryable graph. Build it from texts, providers, or change streams — and persist, update, or replay the result.

• Category Utilities
• Licence MIT
• Package @cognipeer/graph-builder

Knowledge graphsIncremental ingestionPath queries

Who it is for. Teams modelling document relationships, knowledge graphs, or multi-step reasoning over a corpus that needs to update over time without re-ingesting everything.

Documentation · npm · GitHub

Product	Role	Text → graph	Incremental updates	Path queries	Provider adapters	TypeScript	Open source
Cognipeer graph-builder	Document graph library	Native	Native	Native	Native	Native	Native
LangChain GraphIndexCreator	LLM-driven graph builder	Native	Missing	Partial	Partial	Partial	Native
Neo4j + bespoke pipeline	DIY knowledge graph	Native	Native	Native	Missing	Partial	Partial
Llama-Index KnowledgeGraph	KG over docs	Native	Partial	Partial	Partial	Missing	Native

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Where to go next

• All libraries — every published package and where its documentation lives.
• Use cases — the patterns these products are combined into.
• Console architecture — how the control plane is put together.
• Console licensing — what the AGPL-3.0 community edition covers, and where the commercial edition applies.