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Implementation worksheet · 5 min read

How to Evaluate AI Builder Support Using a Reproducible Bug

During trials, deliberately produce one small, genuinely reproducible bug in each builder, file it through the standard support channel with a clean reproduction, and score what returns: time to first human response, whether the reproduction was actually run, time to workaround, and time to fix. Support is a product feature; test it like one.

Every builder's support looks identical from the outside: a chat bubble and a promise. The differences — who reads reproductions, who ships fixes — only show up under a real ticket, so give every vendor the same real ticket.

Put it into practice

1. Find one honest bug per tool

Trials surface small real defects. Pick one per tool that's reproducible in under five steps. Never fabricate — a fake bug corrupts the test and burns goodwill you may need.

2. Write the reproduction properly

Steps, expected, observed, environment. The quality of your report is a controlled variable: identical care for every vendor, so the response quality is the only thing varying.

3. File through the standard channel

The one your plan actually gets — not a founder's DM, not a sales contact. You're testing the road your future 2am self will travel.

4. Log the response timeline

First human reply (not autoresponder), evidence they ran the repro, workaround offered, fix shipped. Timestamps, not adjectives.

5. Score against your stakes

An agency shipping client work weights time-to-workaround highest. A solo builder may accept slower fixes for better docs. The timeline is fact; the weighting is yours.

Support response scorecard

Copy this structure into your review document and record your observed result for each row.

Support response scorecard
MeasureTool ATool BNotes
First human responseautoresponders excluded
Reproduction actually runevidence in reply
Workaround offeredtime and quality
Fix shippedif within trial
Channel honestyplan channel vs backdoor

A failure worth checking

The backdoor failure: judging support from the sales-assisted trial where a founder answers in minutes, then discovering the plan you bought routes to a queue. Score only the channel your tier will actually have, or you're evaluating a service you didn't buy.

Common questions

Is this fair to vendors?

Entirely — it's a real bug, properly reported, through the front door. If anything it's the fairest test in the evaluation: every vendor gets the same honest chance to be excellent.

What if no bug appears during the trial?

File a precise how-do-I question instead: something answerable from their docs but requiring a human to read your context. It measures the same muscle with a lighter weight.

Basis and scope

This is a proposed implementation method using illustrative examples, not a measured benchmark or a customer case study. Prepared with AI assistance. Validate product-specific behavior against current documentation and your own test environment.

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