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About Insight Test Bench

Insight Test Bench — built by VerticalServe

QA bench for real apps. Paste a brief, the agent crawls your app, builds a feature tree, generates a vision-grounded regression suite, runs it on a schedule, and turns every failure into a structured diagnosis. Part of the InsightLake suite by VerticalServe.

Our story

From a VC-funded data startup to an AI products & POD studio

VerticalServe was founded by the team behind AppBrick Inc., a VC-funded startup that helped publishers build interactive books and harvest reader insights on a big data platform. That work taught us how to ship data-intensive products fast — and how slow most enterprises are at adopting them.

We started VerticalServe to close that gap. Over the last decade we’ve worked with 50+ enterprises across Finance, Healthcare, Telecom, Retail, Energy, and the Public Sector — first on big data and cloud, then on ML, and now on AI and agents.

Insight Test Bench grew out of that work. Every customer hit the same wall: regression suites that lagged the product, vision-grounded cases that didn’t exist, and failures that took half a day to triage. We built the bench to turn a paragraph of intent into a runnable regression suite, on a schedule, with the agent doing the diagnosis. It ships as one of 20+ AI products under the InsightLake brand.

What we believe

Mission & principles

Enterprise AI should be fast to ship, governed by default, and owned by the company running it — not the vendor selling it.

Mission

Put production AI in every enterprise

We exist to compress the distance between “interesting AI demo” and “system running in production, owned by your team.” Insight Test Bench is how we make sure that production system stays trustworthy as it ships.

Principle

Products + PODs, never one without the other

Products without delivery don’t land. Delivery without products is slow. We do both, and use one to accelerate the other.

Principle

Inside your boundary

Your cloud, your IAM, your data. The bench self-hosts behind your perimeter so QA fits your security and compliance posture.

Principle

Vision-grounded, not invented

Every test case is grounded in real selectors from a real crawl. The agent doesn’t hallucinate a button — it points at one. Failures are reproducible by humans.

Principle

Governed by default

Every run, every failure, every auto-RCA is logged with timestamps, agent versions, and the exact prompts. Audit trail is the floor — not an extra.

Principle

Your team, our team, one team

PODs co-build with your engineers and leave runbooks behind. You own the bench, the playbooks, and the data after we leave.

Team

Senior, principal-led, and obsessed with shipping

Our team is built from former founders, principal engineers, and data & ML leaders from social, retail, finance, and enterprise software. Every POD is led by a principal with 10+ years of relevant experience.

20+

AI products shipped under InsightLake

50+

Enterprise clients across 8 industries

10+ yr

Average POD lead engineering tenure

3 clouds

Certified on AWS, GCP, and Azure

Learn more

Dive deeper

See the bench in action, read how the agent works, or scope a deployment with our team.

Product overview

What the bench does, who uses it, and how it deploys.

See how it works
Blog & essays

Architecture deep-dives, eval patterns, agent design, and lessons from the field on the VerticalServe blog.

Read the blog
InsightLake suite

Browse the full family of AI-native enterprise products — what composes with Insight Test Bench.

Explore the suite

Want to see Insight Test Bench on your app?

Send us a URL and a one-paragraph brief. We’ll bring back a regression suite, a UX audit, and a scheduled-run plan within 2 weeks.

Request a demo