Pricing built for asset operations - now with Cognitive Memory for AI agents.

Kumiho is a graph-native platform for revisions, lineage, and automation - plus optional AI Cognitive Memory with long-term recall, provenance, rollback, and audit trails.

Works with your storage and workflows. Built for traceability, not just chat history.

Two products, one system.

Kumiho Platform manages assets, revisions, lineage, and automation.

AI Cognitive Memory turns the same graph primitives into long-term memory for agents (episodic to semantic consolidation, dependency-aware updates, auditable reasoning).

LLM model layer is decoupled

Kumiho does not provide or resell LLM inference. Connect your own OpenAI, Anthropic, local model, or AI agent runtime. Kumiho provides memory, provenance, indexing, and auditability.

How buying works

  • AI Cognitive Memory is included at every tier.
  • Free users can add Memory Standard for higher node caps and limits.
  • Bring your own LLM or AI agent stack; Kumiho is the memory layer.

Kumiho Platform plans

Core platform tiers for creators, studios, and teams.

Free

$0

For exploring Kumiho

Try graph-native revisions, lineage, and AI Cognitive Memory before production rollout.

  • Core graph workspace (assets + revisions)
  • AI Cognitive Memory included
  • Basic search and organization
  • Community support

Optional: Add Memory Standard for higher node caps.

Start Free

Creator

$40/month

For solo creators and freelancers

Manage personal workflows, versions, and outputs with full memory capabilities.

  • Everything in Free
  • 30,000 nodes
  • AI Cognitive Memory included
  • Higher limits for revisions, tags, and organization
  • Priority performance tier
Start Creator

Studio

Most Popular

$99/month

For small teams shipping real work

Shared knowledge, traceable decisions, and agent workflows that do not forget.

  • Everything in Creator
  • 500,000 nodes
  • Team collaboration and permissions
  • Cross-session recall and time-travel memory queries
  • Audit visibility for recall reasoning
Start Studio

Studio Pro

$170/month

For high-throughput studios and production environments

Heavier automation, larger memory graphs, and faster retrieval on high-performance infrastructure.

  • Everything in Studio
  • 2,000,000 nodes
  • High-performance graph infrastructure
  • Advanced memory controls
  • Priority support and SLA-ready operations
Start Studio Pro

Enterprise

Contact

For org-wide deployment and compliance

Security, governance, and custom architecture at enterprise scale.

  • Custom limits, compliance, and security controls
  • Dedicated onboarding and architecture support
  • Multi-team governance and advanced reporting
Contact Sales

All platform plans include BYO storage. You keep control of your files.

Need more memory capacity on Free?

AI Cognitive Memory is included at every tier. Add Memory Standard to boost your Free plan limits.

Memory Standard

$29/month

For Free users who need more memory capacity

Boost your node cap and memory limits without upgrading to a paid platform tier.

  • Node cap boost: 1,000 → 20,000 (+1 project)
  • Working memory retention: 24h
  • Memory ingest: 1,000/day
  • Full hybrid retrieval (vector + full-text)
  • Nightly Dream State
Get Standard

Creator, Studio, and Studio Pro already include higher memory limits — no add-on needed.

What is included in AI Cognitive Memory?

Step 1

Working Memory

Session-local context in Redis for fast store/retrieve operations.

Step 2

Long-term Graph Memory

Consolidated facts and links persisted with provenance edges.

Step 3

Dream State

Scheduled consolidation refines memory and supersedes stale beliefs.

See detailed limits

Memory Ops, retention, cadence, and graph scale.

LimitFreeCreatorStudioStudio ProEnterprise
Nodes (total)1k30k500k2MUnlimited
Node cap with Standard add-on20k (+1 project)Custom
AI Cognitive MemoryIncludedIncludedIncludedIncludedIncluded (Custom)
Working memory retention (per session)6h24h24h72hCustom
Memory ingest / day100500IncludedIncluded (higher)Custom
Max buffered messages / session502001,0002,000Custom
Dream State (nightly consolidation)OnNightlyNightly2x nightly or deeper passCustom cadence
Memory retrieval modeHybrid (BM25 + vector)Hybrid (BM25 + vector)Hybrid (BM25 + vector)Hybrid (BM25 + vector)Hybrid (BM25 + vector)
Vector-indexed memory items / month1k10k100k250kCustom
AI Memory Ops / month1k25k150k400kCustom
API rate limit (req/sec)100100100100Custom
Events / day1002,0005,00010,00050,000

AI Cognitive Memory uses the same graph primitives and counts toward your node limit.

BYO-LLM: Kumiho charges for infrastructure and indexing. LLM usage runs on your own provider key.

AI Memory Ops / month: Memory Ops = store + retrieve + consolidate. These can map to event stream throughput.

FAQ

Security, privacy, and billing behavior at a glance.

What makes AI Cognitive Memory different from RAG or vector memory?

It stores structured revisions and explicit relationships so agents can trace sources, revise beliefs, and explain recall decisions.

Is AI Cognitive Memory included on the Free tier?

Yes. Every tier includes AI Cognitive Memory. Free users can add Memory Standard ($29/mo) for higher node caps and limits.

What does belief revision mean?

New information can supersede older memory while preserving linked history for traceability and rollback.

What happens if I exceed limits?

Add usage packs, upgrade tiers, or apply throttles and retention policies.

Memory at every tier. Pay for scale.

Start on Free with AI Cognitive Memory included, boost with Memory Standard, or go directly to Creator or Studio for higher limits.

Kumiho Pricing — Creative Asset Management & AI Agent Memory Plans | Kumiho