Now booking · Q3 2026 · limited capacity

audit report · sample format · data from the real 2 July 2026 run

What the report you get looks like.

Every number below comes from the real 2 July 2026run, so nothing here is invented. Your audit swaps in your firm, your buyers’ questions, and names names.

1 · The question set

One question in this sample. Your audit runs ten, phrased the way your buyers phrase them.

Q1 · “who's the best interior designer in singapore?” · 22 runs · Mitra engine

2 · Who got named, how often

most-cited firm 1 (named in your report)10/22 · 45%
most-cited firm 2 (named in your report)10/22 · 45%
most-cited firm 3 (named in your report)9/22 · 41%
most-cited firm 4 (named in your report)9/22 · 41%
most-cited firm 5 (named in your report)7/22 · 32%
most-cited firm 6 (named in your report)6/22 · 27%
distinct firms named121
named exactly once105

3 · The finding

Concentration. Four firms sat at the top of almost every answer; 105firms surfaced once and vanished. An answer engine doesn’t spread enquiries around. It routes them to whoever it already trusts.

4 · What your audit adds to this

  • Your firm tracked by name across every run, unredacted
  • 48 buyer questions instead of one, sampled to 240 answers
  • The sources each engine leaned on when it named firms
  • The gap list: what we'd fix first and why, in order
How this was measured
engine
Mitra engine
date
2 July 2026
runs
22
counting
a firm counts once per answer
raw transcripts
all 22 published at /real-sample

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