Strip PII
Mick Davis · +61 411 xxx 482 asks about an N80 cat-back for his 2018 Hilux.
[customer] asks about an N80 cat-back for his 2018 Hilux. {phone:[redacted]}
A single horizontal row in a chain of steps — input on the left, output on the right, token spend and USD cost at the bottom. Status drives the row tone; running steps spin.
Chain step row is a reusable Oak Flats Muffler Men UI primitive with documented states, accessibility expectations, theme behavior, and implementation evidence.
Chain step row: A single horizontal row in a chain of steps — input on the left, output on the right, token spend and USD cost at the bottom. Status drives the row tone; running steps spin.
Mick Davis · +61 411 xxx 482 asks about an N80 cat-back for his 2018 Hilux.
[customer] asks about an N80 cat-back for his 2018 Hilux. {phone:[redacted]}
query = 'Hilux N80 long-range cat-back Manta clearance' · top 6
6 hits · top similarity 0.92 (fitment/hilux-n80-manta.md) · rerank 0.95
system = quote-estimator v3.2 · user injects {{vehicle}}, {{parts.skuList}}, {{labour.hours}}
1,820 tokens of context handed to the model. Output gate awaits JSON.
Generate JSON quote — parts inc GST, labour 2.5h × $80, total rounded.
{ "totalIncGstAud": 1695, "lineItems": [ … 3 items ] } — streaming
Awaiting JSON output from upstream model.
—
Generate JSON quote — parts inc GST, labour 2.5h × $80, total rounded.
Error: rate limit · 429 from Anthropic API. Retry queued for 30s.
Gate rejected the JSON shape · skipping the CRM write.
—