Nicheloom

Market intelligence for builders — see what's gaining traction before it's crowded.

Drizz

Mobile tests that write, run, and fix themselves

Details

External ID
1146684
Source
PH
Company
—
Product
Drizz
Website domain
producthunt.com
Launched
May 19, 2026
Cohort
—
Upvotes
349
Upvotes percentile
0.7644230769230769
Tags
Developer Tools, Artificial Intelligence, No-Code
Fetched at
Sept. 7, 2026, 1:22 a.m.
Updated at
Sept. 7, 2026, 1:22 a.m.

Description

Drizz is an AI-powered mobile test automation platform built around intent-based testing. Simply describe what you want to test in plain English, Drizz executes it on a real device using Vision AI and automatically authors a reusable test case. No scripting, no flaky selectors, no manual maintenance. It adapts to dynamic UIs, integrates with your CI/CD pipeline, and gives your team reliable end-to-end coverage without the overhead.

Enrichment

Theme
ai cybersecurity and penetration testing
Vertical
Horizontal
Function
Dev tools
Audience
Developer
AI stance
AI-native
Project type
Commercial product
Normalized one-liner
ai-powered mobile testing automation
Manually corrected
False

Could you build this?

No Real-device autonomous test execution via multimodal vision AI requires operating physical iOS/Android device farms and low-latency computer-use agents that interact with native UI hierarchies.

What it would actually take: The backend requires a fleet management system orchestrating real mobile hardware (or orchestrated cloud emulators) using WebDriverAgent (iOS) and UIAutomator (Android) with custom low-latency video streaming (WebRTC). It needs an intelligent vision agent trained specifically to locate UI elements, handle dynamic states, and perform visual self-healing across varying OS versions. Specialized expertise in mobile OS internals, real-time video processing, and vision-based agent grounding is essential.

Competitors

Other products that read as similar to this one — 14 launches clear the similarity bar, closest 8 shown.

Attention rank: #6 of 15 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 190 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a dev tools tool for Sales yet.