AI Infrastructure & APIs comparison · 2026

Pinokio vs Zep

Compare Pinokio and Zep as AI Infrastructure & APIs tools on fit, pricing, and the capabilities that actually overlap in 2026. Pick Pinokio for teams running Wan, LTX, Qwen, Hunyuan Video, and Flux video pipelines locally through Maestro or Wan2GP AMD and generating full songs with lyrics, vocals, and instrumentals using Song Generation Studio. Pick Zep for teams giving a production customer-support agent persistent memory of a user's prior issues and stated preferences and fusing CRM, billing and product-event JSON into a single per-user graph an agent can query.

Updated Aug 23, 2026

1-click launch any open-source app.

Free·AI Infrastructure & APIs

Agent memory at enterprise scale, built on temporal context graphs

Starts at $0/month·AI Infrastructure & APIs

At a glance

PinokioZep
CategoryAI Infrastructure & APIsAI Infrastructure & APIs
PricingFreeStarts at $0/month
Free tierYesYes
PlatformsWebWeb
Suitable forTeams running Wan, LTX, Qwen, Hunyuan Video, and Flux video pipelines locally through Maestro or Wan2GP AMD and generating full songs with lyrics, vocals, and instrumentals using Song Generation StudioTeams giving a production customer-support agent persistent memory of a user's prior issues and stated preferences and fusing CRM, billing and product-event JSON into a single per-user graph an agent can query
Company—Zep AI, Inc.
Founded—2023

How they differ

Shared AI Infrastructure & APIs rubric, filled from each listing. Not a score.

Model catalog

PinokioZep
Text modelsYesNo
Image modelsYesNo
Video modelsYesNo
Speech modelsYesNo
Open-weight modelsYesNo
Pinned versionsLimitedNot published

Serving

PinokioZep
One unified APINot publishedNo
OpenAI-compatible APINot publishedNo
Streaming responsesNot publishedNot published
Batch jobsLimitedNot published
Provider fallbackNot publishedNot published
Published rate limitsNot publishedNot published

Build & tune

PinokioZep
Fine-tuningYesNot published
EmbeddingsNot publishedNot published
Vector storeNot publishedNot published
RAG pipelinesLimitedLimited
Agent frameworkYesNo
Tool / function callingLimitedLimited

Observe & control

PinokioZep
Usage dashboardNot publishedYes
Per-request costsNot publishedNot published
Traces / loggingLimitedYes
EvalsNot publishedNo
Prompt managementLimitedNot published
Zero-retention optionLimitedLimited

Access

PinokioZep
Public APIYesYes
Official SDKNot publishedYes
Self-serve signupNot publishedYes
Free trialNot publishedNot published
Team workspaceNot publishedNot published
SSO / SAMLNot publishedNot published
Mobile appsNoNo
Browser extensionNot publishedNo
Self-host / on-premYesYes

Commercial

PinokioZep
Commercial licenseNot publishedNot published
Usage-based pricingNot publishedNot published
Invoice / PONot publishedNot published
SOC 2Not publishedYes
GDPR / DPANot publishedNot published
Audit logNot publishedYes
Role-based accessNot publishedLimited

Features

These listings describe different capabilities. What each one ships:

Only Pinokio

  • One-click install and launch for open-source AI applications
  • Scripted installers that create environments and download model weights automatically
  • Community store filterable by type (app, plugin, api), platform, and GPU family
  • Sorting by Recommended, Latest, or Check-ins
  • Per-listing metadata including repository path, version string, updated date, and tags
  • Check-in counts contributed by users who verified an install script
  • Launcher updates feed showing new releases from publishers such as @cocktailpeanut, @blizaine, and @bizarro
  • Local library of installed apps for repeat launching

Only Zep

  • Temporal context graphs that record facts with a validity window
  • Fact invalidation when new information contradicts the graph, with old facts kept as history
  • Point-in-time queries: ask what is true now or what was true on a past date
  • Multi-source ingest from chat history, business data (JSON) and user interactions
  • Automated context assembly returning token-efficient context blocks
  • Observations: patterns, recurrences and co-occurrences detected across the graph
  • Provenance on every fact, traced back to the source episode
  • Context Lake architecture governing millions of context graphs as one system

Use cases

These listings describe different use cases. What each one ships:

Only Pinokio

  • Running Wan, LTX, Qwen, Hunyuan Video, and Flux video pipelines locally through Maestro or Wan2GP AMD
  • Generating full songs with lyrics, vocals, and instrumentals using Song Generation Studio
  • Producing and editing AI audio in a browser-based DAW with Stable DAW and Stable Audio 3
  • Fine-tuning Stable Audio 3 LoRAs from the Underfit dashboard
  • Cloning voices and synthesizing expressive speech with Drama Box TTS
  • Running offline image generation, GGUF language models, Whisper transcription, and Kokoro TTS from Uncensored Local Studio
  • Reviewing Claude Code and Codex agent sessions locally with Agents View
  • Self-hosting a private metasearch engine with SearXNG or a GIS viewer with Geo Libre

Only Zep

  • Giving a production customer-support agent persistent memory of a user's prior issues and stated preferences
  • Fusing CRM, billing and product-event JSON into a single per-user graph an agent can query
  • Answering point-in-time questions such as what a customer's plan or preference was on a specific date
  • Reducing prompt token spend by replacing full chat transcripts with an assembled context block
  • Auditing why an agent said something by tracing the underlying fact back to its source episode
  • Detecting behavioural patterns, such as repeat upgrade timing, and feeding them to an agent as Observations
  • Running agent memory inside a regulated customer's own VPC via Bring Your Own Cloud
  • Exposing agent memory to IDEs and assistants through the Memory MCP Server

Integrations

These listings describe different integrations. What each one ships:

Only Pinokio

  • Comfy UI
  • Wan 2.1

Only Zep

Nothing exclusive in this list.

Plans

Pinokio

  • Pinokio Launcher $0/mo or $0/yr

    Download and run the Pinokio launcher on macOS, Windows, or Linux · Full access to the Pinokio store of community install scripts · One-click install and relaunch for listed apps, plugins, and APIs · Launcher updates feed with publisher release notes · No pricing page, paid plan, or checkout is published on pinokio.co

Zep

  • Free $0/mo or $0/yr

    10,000 credits per month (no rollover or auto top-up) · 2 projects · Memory MCP Server seat · Custom entity/edge types · Variable rate limits depending on service-wide load · Lower priority Episode processing · Community support

  • Flex $125/mo or $1250/yr

    50,000 credits per month included, then $25 per 10,000 credits · Auto top-up at 20% (10,000 credits / $25) · 30-day credit rollover · 600 requests per minute · 5 projects · 5 Memory MCP Server seats · 10 custom entity/edge types · API logs retained 1 day · Unlimited memories and retrieval users · Community support · Cloud deployment

  • Flex Plus $375/mo or $3750/yr

    200,000 credits per month included, then $75 per 40,000 credits · Auto top-up at 20% (40,000 credits / $75) · 60-day credit rollover · 1,000 requests per minute · 10 projects · 15 Memory MCP Server seats · 20 custom entity/edge types · Observations, custom extraction instructions, webhooks, analytics · API logs retained 7 days · Unlimited memories and retrieval users · Priority support

Pinokio strengths

  • Pinokio removes manual Python, CUDA, and dependency setup for open-source AI projects
  • Pinokio publishes no paid plans or checkout, so the launcher and store are usable at no cost
  • Pinokio listings disclose GPU requirements, version numbers, and last-updated dates before install
  • Pinokio check-in counts give a rough signal of which community scripts actually work
  • Pinokio keeps inference and data on local hardware with no per-token billing
  • Pinokio spans video, image, audio, speech, 3D, agents, and utility apps rather than one modality

Watch-outs

  • Several featured Pinokio apps are hardware-locked: Mini Max H3 Comfy UI and Song Generation Studio are NVIDIA only, Wan2GP AMD is AMD only, and ds4-webui is Metal only
  • Maestro in Pinokio requires an NVIDIA GPU with 6GB or more of VRAM, so low-VRAM machines cannot run the flagship video studio
  • Model weights are large; the disk-optimized Mini Max H3 build in Pinokio still lists roughly 63GB of pruned weights instead of about 290GB
  • Install scripts in the Pinokio store are community-published and are not presented as audited, so users grant filesystem and network access to third-party code
  • Some Pinokio listings show 0 check-ins, meaning no other user has confirmed the script installs cleanly
  • pinokio.co publishes no pricing, terms, about, or support page, leaving licensing and commercial-use terms undocumented
  • Pinokio provides no hosted capacity, so throughput and reliability depend entirely on the user's own machine

Zep strengths

  • Zep publishes concrete p95 latency figures across graph sizes (148ms at 10K to 168ms at 100M) rather than a vague speed claim
  • Z
  • Temporal context graphs that record facts with a validity window
  • Fact invalidation when new information contradicts the graph, with old facts kept as history
  • Point-in-time queries: ask what is true now or what was true on a past date
  • Multi-source ingest from chat history, business data (JSON) and user interactions
  • Automated context assembly returning token-efficient context blocks
  • Observations: patterns, recurrences and co-occurrences detected across the graph

Watch-outs

  • Zep plan limits come from the published pricing table.
  • Zep packaging is recorded from the vendor pages available at analysis time.

Pinokio vs Zep verdict

Who each product is for, then labeled AI takes. Not a generic winner.

Bottom line

Pick Pinokio for teams running Wan, LTX, Qwen, Hunyuan Video, and Flux video pipelines locally through Maestro or Wan2GP AMD and generating full songs with lyrics, vocals, and instrumentals using Song Generation Studio. Pick Zep for teams giving a production customer-support agent persistent memory of a user's prior issues and stated preferences and fusing CRM, billing and product-event JSON into a single per-user graph an agent can query.

Who Pinokio is for

Teams running Wan, LTX, Qwen, Hunyuan Video, and Flux video pipelines locally through Maestro or Wan2GP AMD and generating full songs with lyrics, vocals, and instrumentals using Song Generation Studio

1-click launch any open-source app.

Who Zep is for

Teams giving a production customer-support agent persistent memory of a user's prior issues and stated preferences and fusing CRM, billing and product-event JSON into a single per-user graph an agent can query

Agent memory at enterprise scale, built on temporal context graphs

AI take on Pinokio

As of August 2026, Pinokio’s store looks unusually active and practical, with useful install signals, but its safety and support posture remains lightly documented.

AI take on Zep

As of August 2026, Zep stands out where agent memory must be temporal, governed, and auditable rather than a thin wrapper around transcript retrieval.

Pinokio vs Zep FAQ

Common questions when choosing between Pinokio and Zep.

Is Pinokio or Zep the better AI Infrastructure & APIs tool?

Pick Pinokio for teams running Wan, LTX, Qwen, Hunyuan Video, and Flux video pipelines locally through Maestro or Wan2GP AMD and generating full songs with lyrics, vocals, and instrumentals using Song Generation Studio. Pick Zep for teams giving a production customer-support agent persistent memory of a user's prior issues and stated preferences and fusing CRM, billing and product-event JSON into a single per-user graph an agent can query.

Which is cheaper, Pinokio or Zep?

Pinokio starts at $0/month. Zep starts at $0/month. Confirm current pricing on each vendor site.

Who should choose Pinokio?

Teams running Wan, LTX, Qwen, Hunyuan Video, and Flux video pipelines locally through Maestro or Wan2GP AMD and generating full songs with lyrics, vocals, and instrumentals using Song Generation Studio

Who should choose Zep?

Teams giving a production customer-support agent persistent memory of a user's prior issues and stated preferences and fusing CRM, billing and product-event JSON into a single per-user graph an agent can query

Embed this on your site

Drop Ask AI buttons into your page. Readers open their own AI with Pinokio vs Zep in context.

Get the embed code

To request a correction, contact [email protected].