BlueVeta Upright VS LayerStack Arm-based Cloud Server

BlueVeta Upright's answer

It is tuned for one job: telling you whether a product photo is sideways or upside-down and by exactly how much. Instead of one model's guess, it combines two independently trained models with a small decision model, and it says so plainly when it is not confident or when a photo's camera tag disagrees with what it actually sees. Measured on a ~25,000-photo hand-reviewed test pool: above 95% on clean rotations.

BlueVeta Upright's answer

General vision APIs are built for many tasks at once and are not tuned for this one. Independent research shows a general-purpose model's accuracy on rotated images can drop to around 40%. BlueVetaUpright is built only for product-photo orientation, returns a calibrated confidence, flags uncertain answers instead of guessing, and costs 3 cents per credit with no subscription.

BlueVeta Upright's answer

Developers and teams who handle product photos at scale: e-commerce stores, marketplaces, catalog and listing tools, and AI agents or pipelines that need images the right way up before they are shown, edited or analysed.

BlueVeta Upright's answer

BlueVeta's own AI marketing pipeline runs every product photo through AI vision, and a sideways or upside-down photo quietly breaks everything downstream. We found general vision models were unreliable at spotting rotation, so we built a dedicated detector, tested it on real hand-reviewed photos, and opened it up as an API for anyone who has the same problem.

BlueVeta Upright's answer

Two independently trained computer-vision models plus a small decision model that picks between them, geometric checks, and a camera-tag (EXIF) cross-check. Served as a REST API on Cloudflare. Also published on the official MCP Registry (com.blueveta/upright), so any MCP-compatible AI agent (Claude, Cursor, etc.) can call it directly using your own API key — same pricing as the REST API.

BlueVeta Upright's answer

We're early-stage, so we don't have named customer logos to share yet. Instead of a list, here's who we're actually built for -- the teams we see getting the most value:

• Marketplace sync and crosslisting tools, pushing the same product photos to multiple channels at once
• Bulk catalog and listing tools processing many photos per run on a deadline
• Dropshipping and reseller pipelines pulling product images from suppliers with no control over orientation
• AI agents and automation pipelines that need an image right-side-up before editing, analyzing, or publishing it

If that's you, the API is free to try (3 cents/credit, $3 minimum).