This task completed, but with warnings, in 9.8 seconds. The slowest step was AI Lead Extraction, which took 5.0 seconds and represented 51.2% of total execution time. Fallback logic was used in CRM Search + Deduplication: it first failed with the full criteria, then succeeded after relaxing the filters.
This task took 9.8 seconds total. AI Lead Extraction took 5.0 seconds and was the main delay, Qualification + Missing Information took 2.3 seconds, CRM Search + Deduplication took 1.5 seconds, and Employee Response + Follow-Up took 368 milliseconds.
Employee
Sarah Chen
Chat / source
Ray White Leads (telegram)
Total duration
9.8 s
Steps
6
Started
13 July, 12:02 pm
Completed
13 July, 12:02 pm
Tokens used
2.1k
Estimated cost
$0.0013
Original message
Returning client asking about an off-market opportunity.
Final response
Lead captured. Possible duplicate contact flagged for manual review.
Each step's time is measured from the previous stage to when this stage recorded its result, so the wait before a slow stage is attributed to that stage.
lead_intake_router
Classify and route the inbound Telegram message
315 ms
3.2% of total
raw_lead_capture
Persist the raw inbound lead to Supabase
273 ms
2.8% of total
ai_lead_extraction
Extract structured lead fields from free-text message
5.0 s
51.2% of total
Prompt: lead_extraction · v3 · sha256:ab12cd34
qualification_missing_info
Qualify the lead and detect any missing information
2.3 s
23.4% of total
Prompt: lead_qualification · v2 · sha256:9f8e7d6c
crm_search_dedup
Search the CRM and deduplicate against existing contacts
1.5 s
15.7% of total
Fallback used: Relaxed exact-match filters to fuzzy name + suburb match.
Exact-match search returned no results; fell back to relaxed filters.
employee_response_followup
Format and send the Telegram response to the employee
368 ms
3.7% of total