Observability
Every session is persisted to SQLite — the agent's trace and the user's experience, end to end.
5
Sessions
3 filed
60%
Completion
1.4
Avg questions
of 5 budget
900ms
Time to first reply
p95 900ms
23.4s
Time to result
67%
Download rate
of completed
2 / 1
Refund / Owe
15
Tool calls
23 trace · 43 ux
0
Guardrails
0
Errors
clean
$0.0000
AI cost
0 turns · Sonnet 4.6
0 / 0
LLM tokens
in / out
Conversion funnel
Started5100%
Sent a message0−100%
W-2 parsed5—
Answered a question4−20%
Viewed result3−25%
Downloaded 10402−33%
Tool calls
| Tool | Calls | Errors | Avg | Max |
|---|---|---|---|---|
| parse_w2 | 5 | — | 900ms | 900ms |
| set_filing_status | 4 | — | 0ms | 0ms |
| compute_1040 | 3 | — | 0ms | 0ms |
| generate_pdf | 3 | — | 0ms | 0ms |
First reply (agent)
900ms
p50
900ms
p95
900ms
avg
900ms
max
5
n
Think time (user)
6.3s
p50
12.5s
p95
7.1s
avg
12.5s
max
7
n
sess_8f2aSingle · started 03:24:00 PM · done 03:24:23 PMW-2 input
EmployerBeacon Coffee Co.
Box 1 — Wages$42,000
Box 2 — Fed withheld$3,800
Box 16 — State wages$42,000
Box 17 — State withheld$1,180
Form 1040 (2025)
1a — Wages$42,000
9 — Total income$42,000
11 — AGI$42,000
12 — Std deduction$15,000
15 — Taxable income$27,000
16 — Tax$3,002
22 — Total tax$3,002
25a — Withholding$3,800
33 — Total payments$3,800
Refund$798
17 events
Agent (trace) User (UX) Guardrail / error