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    Changelog

    Release Notes

    New capabilities and performance improvements across the Mixpeek platform. Every entry links to relevant documentation and examples.

    July 2026

    PlatformFeature

    New pricing is live: pay by file type and the features you enable

    Mixpeek's new usage-based pricing is now active. Three questions set your bill: what kind of files (video, image, audio, document, text, web), how much of them (billed in honest natural units, like video per minute and documents per page), and what you want to search by (faces, on-screen text, transcripts and more, priced per unit on the same meter). The pricing page has a live rate card and an interactive estimator with tier pools and overage math, credits are fully retired, and you can get an authoritative preflight quote from the billing estimate endpoint before submitting any batch. SDKs were updated alongside.

    APIFeature

    Create namespaces and collections by picking features, not extractors

    You can now declare what you want to search by (a features list) when creating a namespace or collection, and the server resolves the right extraction pipeline for you. Studio's collection wizard gained a modality-grouped feature picker, and features-first creates preserve your metadata fields by default. Extractor names become an advanced detail instead of a required decision.

    EngineFeature

    Long-running jobs survive platform deploys

    Platform rollouts no longer interrupt long-running processing work: task queues now drain gracefully on deploy, so an in-flight extraction or clustering job finishes instead of dying mid-run. Text-embedding batches also became more resilient, retrying transient connection errors with backoff where a single hiccup could previously fail the batch.

    APIFeature

    Attribute clustering now produces real groups end-to-end

    Clustering by a metadata attribute could finish with zero groups, return 400s when reading executions back, and drop document metadata from exports. All of those paths are fixed: attribute runs now attach embeddings correctly, preserve metadata through export, and read back cleanly. Verified on a 9,000-document run with every document grouped and search-within working, including hierarchical and multi-feature configurations.

    EngineFeature

    Cluster labels now describe what is actually in each group

    AI-generated cluster labels are dramatically better. Attribute clusters now get semantic labels, summaries, and keywords instead of generic Cluster N names, and a sampling fix means labels are grounded in each group's real content rather than coming back near-identical or fabricated. A hallucination guard and representative sample selection keep labels distinct across groups.

    EngineFeature

    Batches no longer get stuck in a processing state

    Closed a gap where a batch could finish all of its work but keep reporting a non-terminal status. The repair sweep now also finalizes jobs whose underlying compute records disappeared, so long-stuck batches heal automatically. One batch that had been stuck for 32 days was repaired by the new sweep on its first pass.

    StudioFeature

    Starter retriever templates fixed, plus Explain Plan polish

    Every retriever starter template now creates a working retriever. Two templates carried outdated stage configurations that made their retrievers uncreatable, and template configs are now validated against the live stage registry in CI so they stay correct. Explain Plan output now lists stages in execution order with the first stage on top, and it is opt-in per run so default executions stay fast. Retriever evaluations also no longer fail intermittently, and a false feature index warning is gone.

    StudioFeature

    Billing fixes: invoices, payment methods, instant plan upgrades

    A sweep of billing fixes: invoice rows now show the correct month instead of N/A and read Plan subscription instead of 0 credits, Stripe Link payment methods no longer error, plan upgrades take effect immediately instead of waiting on a cache, and usage windows are now correct for organizations that signed up through Checkout.

    PlatformPerformance

    Connector syncs run faster and no longer stall

    The connector sync engine got a reliability and throughput pass: queued full syncs no longer starve behind incremental work, stale redeliveries are guarded against, and per-object sync concurrency for iconik doubled. Large library syncs complete faster and keep making progress under load.

    DocsFeature

    Readable code snippets across all guides

    Code snippets on guide pages were rendering mangled: formulas turned into stray tables, comparison operators swallowed lines, and formatting characters leaked into the code. Snippets across all 80 guides now render through a proper code component with syntax highlighting and one-click copy.

    StudioPerformance

    Cluster maps load about 2.4x faster

    Opening a cluster visualization in Studio is now roughly 2.4x faster on first load. The cluster explorer requests a compact visualization payload by default, so large maps render quickly instead of pulling the full point geometry up front.

    StudioFeature

    See your search results on the cluster map

    Searching inside the cluster explorer now plots matching results on the map even when they fall outside the sampled points, so a search always shows you where its hits live. The view also adds a distance-scaled visualization dimension, colors all-noise attributes correctly, and shows clearer empty states when a filter or search returns nothing.

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