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Get Started Free →Read a garage quote or invoice like someone who can't be padded — which line items connect to your actual symptom, which are while-we're-in-there additions, the questions that make soft lines disappear, when a second opinion pays for itself, and the scripts for declining work without souring the relationship. Use when someone says 'is this mechanic quote fair', 'the garage called and now it's £900', 'do I really need all this', or before authorizing repairs. Produces a line-by-line decode, the c
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-03 | ✗→✓ | ▲ Improved | 51% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 158% | 0% |
| case-19 | ✗→✓ | ▲ Improved | 80% | 0% |
| case-06 | ✓→✓ | = Same ✓ | 58% | 0% |
| case-08 | ✓→✓ | = Same ✓ | 90% | 0% |
Most garages are honest; the padding problem is structural anyway: you can't see the car, you can't judge the diagnosis, and the quote arrives by phone with a "while it's up on the lift" rider. The defense isn't mechanical knowledge — it's interrogation structure: which lines trace to the symptom you brought the car in with, which are discoveries (legitimate but separately decidable), which are maintenance upsells wearing urgency, and the magic question that dissolves soft lines: "which of these are safety-critical today, and which can wait until the next service?" Honest garages answer that cleanly. The answer's shape tells you which kind you're dealing with.
discovery / maintenance-due / soft upsell — with the reasoning per line and the 🔴🟡🟢 urgency read as claimed vs as evidenced
question, the "can I see/keep the old part?" line, the failed-vs- worn distinction ("is it broken, or wearing?"), labor-hours clarity
second-opinion — with the decline scripts that keep the relationship
and hassle of another garage's eyes, and how to ask for one without war
pattern-part question asked, not assumed), labor hours vs book-time norms — framed as questions to ask, never as asserted local prices
Ask for (if not already provided):
every line and price
words
prior changes the read — and the scripts)
complaint · discovered-while-in-there (real, but a separate decision — the lift doesn't obligate you) · unrelated-maintenance (legitimate as scheduled work, soft as urgency). A quote where nothing maps to the original symptom is itself a 🔴.
question, verbatim: "Which of these are unsafe to drive on today, and which can wait for the next service?" Follow-ups: "is the part failed or wearing?" · "what happens if I leave it 3 months?" Honest answers are specific and mixed; padding answers are uniformly urgent.
worn part?" and "I'd like the old parts back" — both normal professional requests; both change soft-line behavior. On brakes, the numbers question: "how many millimeters left?" converts "getting low" into a fact with a timeline.
pattern, and what's the price difference?" Labor: "how many hours is that line?" — then the user can compare against book-time sources themselves; the skill frames the questions and never invents local rates. Diagnostic fees credited against work done? Ask — often yes.
items · defer maintenance-due to its schedule ("let's do that at the service in March — book me in") · decline the soft lines with the relationship-keeper: "just the symptom fix] today, thanks — I'll plan the rest." Second-opinion trigger: quote is engine/transmission money, or the urgency answers came back uniform-and-vague; the ask that isn't war: "I want to think about a bill this size — can I get the diagnosis in writing?" (The written- diagnosis request is also the second garage's starting point.)
## The quote, decoded
| Line | £ | Bin (symptom / discovery / maintenance / soft) | Urgency
claimed vs evidenced | Verdict |
## Call the garage back with these
[The scripted questions, in order, with what honest vs soft answers
sound like]
## The sort
Authorize: … · Defer (with booking line): … · Decline (script): … ·
Second opinion because: …
## Money sanity questions
[OEM-vs-pattern · labor hours · diagnostic-fee credit — as asks]
⚠ This decodes the quote's structure — it is not a remote diagnosis.
A written diagnosis + a second garage is the tool for engine-money
decisions.stated symptom
callback script
forever is its own future 🔴, and the decode says so
checks are framed as questions
the protecting
says so when asked to do more
mechanic you'll see again
really does reveal things — separate decision ≠ illegitimate
numbers on the garage's side of the table where they belong
used-car-decoder]] before this car was yours; home-contractor-quote-decoder]] — the same grammar in a different trade; car-tco]] for whether this car is worth fixing at all.
Other measured skills in the registry, with their headline benchmark lift.