Comparisons
A fair way to compare AI app makers
Use matched briefs, recorded costs and clear acceptance checks instead of picking a winner from screenshots.
Zocri · 2 min read · Sources checked
Choose a representative task
Pick a small task that resembles the work you actually need. A consultation-request app is a better test for a service business than a generic dashboard. Include a visitor journey, an owner journey and one failure case. Write the acceptance checks before trying any product.
Decide the time and spending limits in advance. Give every candidate the same instructions, images and example data. Record changes to the brief so you can explain why one result required more work. A single attempt is an example, not proof of a platform's average performance.
Separate advertised capability from observed behavior
Official documentation from Lovable and Emergent is a starting point for checking supported workflows and connections. Record the date you consulted it. Then distinguish those documented claims from what your trial actually exercised.
Use three evidence labels: observed working, observed failure and not tested. If you did not complete a payment setup, mark payment delivery as not tested. Do not score it as either a success or a failure because a button or provider logo appeared.
Measure the second change
After the initial result, request the same change in each product. For example, add a service duration and make the available-time choices respect it. Repeat the original acceptance checks to see whether the change preserved existing behavior.
Record elapsed time, active human time and charges separately. A tool can finish quickly while requiring substantial correction afterwards. Keep screenshots or recordings of the relevant state, along with the result's version and the exact steps you used to test it.
Publish a result someone else could reproduce
A useful comparison includes the brief, settings, dates, costs, checks and limitations. Explain whether results came from one run or several, and whether the reviewer knew which product made each result. Do not turn a small trial into an unsupported claim about all apps or all users.
For your own decision, weigh the requirements that matter most: the customer outcome, owner control, design, reliability and ongoing cost. This article provides a method, not test results. A future benchmark should publish its evidence before assigning scores or declaring a winner.