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voice-01
episode
What is the phone extension for Lina Haddad?
8929
{ "budgetClass": "voice", "deadlineMs": 641, "thinkMs": 80, "latencyMs": { "lookup": 220, "calendar_get": 176, "search_docs": 202 }, "fixtures": { "directory": { "Lina Haddad": { "extension": "8929", "room": "Atrium-1" }, "Sofia Marchetti": { "extens...
voice-02
episode
Which room is Demo Friday on 2026-11-09?
Garden-A
{ "budgetClass": "voice", "deadlineMs": 484, "thinkMs": 80, "latencyMs": { "lookup": 106, "calendar_get": 121, "search_docs": 207 }, "fixtures": { "directory": { "Grace Mwangi": { "extension": "7778", "room": "Focus-4" }, "Sofia Marchetti": { "extens...
voice-03
episode
What internal doc covers parental leave?
Parental leave, step by step
{ "budgetClass": "voice", "deadlineMs": 447, "thinkMs": 80, "latencyMs": { "lookup": 102, "calendar_get": 151, "search_docs": 109 }, "fixtures": { "directory": { "Amara Okafor": { "extension": "7208", "room": "Focus-4" }, "Lina Haddad": { "extension"...
voice-04
episode
Give me Yuki Tanaka's phone extension.
5747
{ "budgetClass": "voice", "deadlineMs": 476, "thinkMs": 80, "latencyMs": { "lookup": 156, "calendar_get": 118, "search_docs": 210 }, "fixtures": { "directory": { "Yuki Tanaka": { "extension": "5747", "room": "1D" }, "Ana Petrova": { "extension": "998...
voice-05
episode
Which room is Roadmap sync on 2026-11-10?
West-3
{ "budgetClass": "voice", "deadlineMs": 517, "thinkMs": 80, "latencyMs": { "lookup": 122, "calendar_get": 102, "search_docs": 188 }, "fixtures": { "directory": { "David Kim": { "extension": "1247", "room": "Atrium-1" }, "Grace Mwangi": { "extension":...
voice-06
episode
What internal doc covers parental leave?
Parental leave, step by step
{ "budgetClass": "voice", "deadlineMs": 579, "thinkMs": 80, "latencyMs": { "lookup": 114, "calendar_get": 139, "search_docs": 214 }, "fixtures": { "directory": { "Yuki Tanaka": { "extension": "3094", "room": "2C" }, "Amara Okafor": { "extension": "98...
voice-07
episode
Give me Ravi Menon's phone extension.
4292
{ "budgetClass": "voice", "deadlineMs": 619, "thinkMs": 80, "latencyMs": { "lookup": 197, "calendar_get": 146, "search_docs": 163 }, "fixtures": { "directory": { "Ravi Menon": { "extension": "4292", "room": "North-2" }, "Marco Silva": { "extension": ...
voice-08
episode
Where does Demo Friday take place on 2026-11-03?
Focus-4
{ "budgetClass": "voice", "deadlineMs": 488, "thinkMs": 80, "latencyMs": { "lookup": 164, "calendar_get": 123, "search_docs": 172 }, "fixtures": { "directory": { "Priya Nair": { "extension": "7888", "room": "West-3" }, "Sofia Marchetti": { "extension...
voice-09
episode
What internal doc covers expense policy?
Expensing travel the simple way
{ "budgetClass": "voice", "deadlineMs": 488, "thinkMs": 80, "latencyMs": { "lookup": 115, "calendar_get": 187, "search_docs": 131 }, "fixtures": { "directory": { "Amara Okafor": { "extension": "9110", "room": "West-3" }, "David Kim": { "extension": "...
voice-10
episode
Give me Sofia Marchetti's phone extension.
5040
{ "budgetClass": "voice", "deadlineMs": 536, "thinkMs": 80, "latencyMs": { "lookup": 188, "calendar_get": 104, "search_docs": 180 }, "fixtures": { "directory": { "Sofia Marchetti": { "extension": "5040", "room": "West-3" }, "Fatima Diallo": { "extens...
voice-11
episode
Where does Onboarding take place on 2026-11-09?
West-3
{ "budgetClass": "voice", "deadlineMs": 544, "thinkMs": 80, "latencyMs": { "lookup": 124, "calendar_get": 198, "search_docs": 206 }, "fixtures": { "directory": { "Marco Silva": { "extension": "2401", "room": "Atrium-1" }, "Yuki Tanaka": { "extension"...
voice-12
episode
Which internal doc explains data retention?
Keeping customer data for 30 days
{ "budgetClass": "voice", "deadlineMs": 625, "thinkMs": 80, "latencyMs": { "lookup": 105, "calendar_get": 176, "search_docs": 219 }, "fixtures": { "directory": { "Ravi Menon": { "extension": "3802", "room": "1D" }, "Fatima Diallo": { "extension": "21...
ui-01
episode
Who organizes Onboarding on 2026-11-06, and what is their extension?
1266
{ "budgetClass": "ui", "deadlineMs": 1316, "thinkMs": 80, "latencyMs": { "lookup": 211, "calendar_get": 249, "search_docs": 285 }, "fixtures": { "directory": { "David Kim": { "extension": "1266", "room": "West-3" }, "Marco Silva": { "extension": "331...
ui-02
episode
What is the phone extension of the author of the doc about vpn setup?
2662
{ "budgetClass": "ui", "deadlineMs": 1342, "thinkMs": 80, "latencyMs": { "lookup": 243, "calendar_get": 261, "search_docs": 255 }, "fixtures": { "directory": { "Tomas Ribeiro": { "extension": "2662", "room": "West-3" }, "Lina Haddad": { "extension": ...
ui-03
episode
What is the phone extension of the organizer of Sprint review on 2026-11-11?
5181
{ "budgetClass": "ui", "deadlineMs": 1494, "thinkMs": 80, "latencyMs": { "lookup": 246, "calendar_get": 308, "search_docs": 194 }, "fixtures": { "directory": { "Amara Okafor": { "extension": "5181", "room": "Garden-A" }, "Jonas Lindqvist": { "extensi...
ui-04
episode
What extension does the author of the doc on editor shortcuts have?
8030
{ "budgetClass": "ui", "deadlineMs": 1341, "thinkMs": 80, "latencyMs": { "lookup": 245, "calendar_get": 257, "search_docs": 314 }, "fixtures": { "directory": { "Omar Farouk": { "extension": "8030", "room": "Atrium-1" }, "Ana Petrova": { "extension": ...
ui-05
episode
Extension of the organizer for Design crit on 2026-11-05?
7295
{ "budgetClass": "ui", "deadlineMs": 938, "thinkMs": 80, "latencyMs": { "lookup": 140, "calendar_get": 159, "search_docs": 325 }, "fixtures": { "directory": { "Omar Farouk": { "extension": "7295", "room": "North-2" }, "Lina Haddad": { "extension": "9...
ui-06
episode
What extension does the author of the doc on vpn setup have?
9013
{ "budgetClass": "ui", "deadlineMs": 1475, "thinkMs": 80, "latencyMs": { "lookup": 269, "calendar_get": 314, "search_docs": 341 }, "fixtures": { "directory": { "Omar Farouk": { "extension": "9013", "room": "Focus-4" }, "Ana Petrova": { "extension": "...
ui-07
episode
What is the phone extension of the organizer of Roadmap sync on 2026-11-02?
1660
{ "budgetClass": "ui", "deadlineMs": 1396, "thinkMs": 80, "latencyMs": { "lookup": 239, "calendar_get": 275, "search_docs": 240 }, "fixtures": { "directory": { "Marco Silva": { "extension": "1660", "room": "1D" }, "Priya Nair": { "extension": "8499",...
ui-08
episode
Who wrote the doc about parental leave, and what is their extension?
9594
{ "budgetClass": "ui", "deadlineMs": 1439, "thinkMs": 80, "latencyMs": { "lookup": 292, "calendar_get": 246, "search_docs": 359 }, "fixtures": { "directory": { "Priya Nair": { "extension": "9594", "room": "Atrium-1" }, "Grace Mwangi": { "extension": ...
ui-09
episode
Who organizes Sprint review on 2026-11-12, and what is their extension?
6017
{ "budgetClass": "ui", "deadlineMs": 1244, "thinkMs": 80, "latencyMs": { "lookup": 286, "calendar_get": 187, "search_docs": 319 }, "fixtures": { "directory": { "Fatima Diallo": { "extension": "6017", "room": "3B" }, "David Kim": { "extension": "5238"...
ui-10
episode
What extension does the author of the doc on seating plan have?
4532
{ "budgetClass": "ui", "deadlineMs": 875, "thinkMs": 80, "latencyMs": { "lookup": 159, "calendar_get": 215, "search_docs": 181 }, "fixtures": { "directory": { "Marco Silva": { "extension": "4532", "room": "West-3" }, "Sofia Marchetti": { "extension":...
ui-11
episode
Who organizes Onboarding on 2026-11-04, and what is their extension?
7666
{ "budgetClass": "ui", "deadlineMs": 1129, "thinkMs": 80, "latencyMs": { "lookup": 182, "calendar_get": 167, "search_docs": 265 }, "fixtures": { "directory": { "Amara Okafor": { "extension": "7666", "room": "Focus-4" }, "David Kim": { "extension": "5...
ui-12
episode
What extension does the author of the doc on data retention have?
4055
{ "budgetClass": "ui", "deadlineMs": 1036, "thinkMs": 80, "latencyMs": { "lookup": 214, "calendar_get": 161, "search_docs": 214 }, "fixtures": { "directory": { "Priya Nair": { "extension": "4055", "room": "West-3" }, "Yuki Tanaka": { "extension": "38...
bg-01
episode
Find the internal doc covering Roadmap sync on 2026-11-04; what extension does its author have?
8751
{ "budgetClass": "background", "deadlineMs": 3446, "thinkMs": 80, "latencyMs": { "lookup": 660, "calendar_get": 493, "search_docs": 615 }, "fixtures": { "directory": { "Ella Novak": { "extension": "8751", "room": "Atrium-1" }, "Ravi Menon": { "extens...
bg-02
episode
A doc about vpn setup mentions an event. What is the phone extension of that event's organizer?
9366
{ "budgetClass": "background", "deadlineMs": 2644, "thinkMs": 80, "latencyMs": { "lookup": 466, "calendar_get": 275, "search_docs": 599 }, "fixtures": { "directory": { "David Kim": { "extension": "9366", "room": "1D" }, "Kenji Sato": { "extension": "...
bg-03
episode
The internal doc on Sprint review for 2026-11-02 has an author. What is their extension?
7214
{ "budgetClass": "background", "deadlineMs": 3194, "thinkMs": 80, "latencyMs": { "lookup": 604, "calendar_get": 352, "search_docs": 660 }, "fixtures": { "directory": { "Priya Nair": { "extension": "7214", "room": "2C" }, "Ella Novak": { "extension": ...
bg-04
episode
A doc about vpn setup mentions an event. What is the phone extension of that event's organizer?
3734
{ "budgetClass": "background", "deadlineMs": 2991, "thinkMs": 80, "latencyMs": { "lookup": 493, "calendar_get": 608, "search_docs": 295 }, "fixtures": { "directory": { "Jonas Lindqvist": { "extension": "3734", "room": "2C" }, "Ella Novak": { "extensi...
bg-05
episode
The internal doc on Design crit for 2026-11-06 has an author. What is their extension?
4320
{ "budgetClass": "background", "deadlineMs": 3589, "thinkMs": 80, "latencyMs": { "lookup": 638, "calendar_get": 513, "search_docs": 658 }, "fixtures": { "directory": { "Kenji Sato": { "extension": "4320", "room": "2C" }, "Grace Mwangi": { "extension"...
bg-06
episode
The doc on vpn setup names an event. What extension does its organizer have?
3488
{ "budgetClass": "background", "deadlineMs": 3283, "thinkMs": 80, "latencyMs": { "lookup": 600, "calendar_get": 508, "search_docs": 602 }, "fixtures": { "directory": { "Marco Silva": { "extension": "3488", "room": "Atrium-1" }, "David Kim": { "extens...
bg-07
episode
Find the internal doc covering Roadmap sync on 2026-11-09; what extension does its author have?
2253
{ "budgetClass": "background", "deadlineMs": 2553, "thinkMs": 80, "latencyMs": { "lookup": 366, "calendar_get": 641, "search_docs": 293 }, "fixtures": { "directory": { "Grace Mwangi": { "extension": "2253", "room": "North-2" }, "Sofia Marchetti": { "...
bg-08
episode
Read the doc about parental leave and give me the extension of the organizer of the event it mentions.
5055
{ "budgetClass": "background", "deadlineMs": 2606, "thinkMs": 80, "latencyMs": { "lookup": 415, "calendar_get": 531, "search_docs": 263 }, "fixtures": { "directory": { "Grace Mwangi": { "extension": "5055", "room": "North-2" }, "Jonas Lindqvist": { "...
bg-09
episode
Find the internal doc covering Demo Friday on 2026-11-02; what extension does its author have?
1111
{ "budgetClass": "background", "deadlineMs": 3714, "thinkMs": 80, "latencyMs": { "lookup": 459, "calendar_get": 694, "search_docs": 676 }, "fixtures": { "directory": { "Grace Mwangi": { "extension": "1111", "room": "Garden-A" }, "Omar Farouk": { "ext...
bg-10
episode
Read the doc about incident response and give me the extension of the organizer of the event it mentions.
3903
{ "budgetClass": "background", "deadlineMs": 2025, "thinkMs": 80, "latencyMs": { "lookup": 270, "calendar_get": 458, "search_docs": 279 }, "fixtures": { "directory": { "Jonas Lindqvist": { "extension": "3903", "room": "Atrium-1" }, "Omar Farouk": { "...
bg-11
episode
What is the phone extension of the author of the internal doc covering the topic of Sprint review on 2026-11-03?
9967
{ "budgetClass": "background", "deadlineMs": 3070, "thinkMs": 80, "latencyMs": { "lookup": 518, "calendar_get": 335, "search_docs": 637 }, "fixtures": { "directory": { "Marco Silva": { "extension": "9967", "room": "2C" }, "Ravi Menon": { "extension":...
bg-12
episode
A doc about parental leave mentions an event. What is the phone extension of that event's organizer?
8843
{ "budgetClass": "background", "deadlineMs": 3476, "thinkMs": 80, "latencyMs": { "lookup": 546, "calendar_get": 588, "search_docs": 635 }, "fixtures": { "directory": { "David Kim": { "extension": "8843", "room": "West-3" }, "Ella Novak": { "extension...

Latency Budget

Quality that only counts if it arrives before the deadline.

What it measures

Whether an agent gives the right answer before its deadline (voice 447-641 ms, UI 875-1494 ms, background 2025-3714 ms), each set at 1.5-2x the shortest correct path, with virtual per-tool latencies.

Category: agents. Status: alpha.

How to run

$ npx benchmark-latency-budget list
$ npx benchmark-latency-budget run --model <model-id> --provider openrouter
$ npx benchmark-latency-budget score results.json

--provider mock runs the whole benchmark offline with no keys. Real models run through OpenRouter (OPENROUTER_API_KEY) or any OpenAI-compatible base URL (OPENAI_BASE_URL, OPENAI_API_KEY).

Data fields

data/tasks.jsonl holds 36 tasks, one JSON object per line (kinds: 36 episode).

field type
id string
kind string
prompt string
expected string
metadata object

Provenance

Latency Budget provenance

This file is generated from the benchmark definition.

Seeded latency-budget task generator

  • Kind: synthetic
  • URL: https://github.com/pooriaarab/benchmark-latency-budget/blob/main/scripts/gen-tasks.mjs
  • Licence: MIT
  • Retrieved: 2026-10-15T00:00:00.000Z
  • How to get it: Run node scripts/gen-tasks.mjs --seed 20261015 for the public tasks, or node scripts/gen-tasks.mjs --seed <n> --split hidden for a hidden split (written to gitignored artifacts/ with h- prefixed task ids).
  • Contamination notes: Public tasks generated with seed 20261015, benchmark cutoff 2026-10-15. Public tasks may enter training data; use a separately seeded hidden split for final comparisons.
  • Refresh: Pick a new seed, run the generator, review the JSONL diff. Regenerate quarterly or when saturation is shown.

Grader

qualityWithinBudget: a single named candidate value (bounded, case-insensitive) grounded in replayed tool output, scored 1 only when total time (measured or declared per-turn model time plus scheduled tool latencies) is within the task deadline. Reports p50/p95 time, lateButCorrect count, and a 0.5x-4x deadline curve.

Limitations

This dataset contains only the public task split (36 tasks). Hidden evaluation splits use a private seed and are deliberately not part of this dataset. Source kinds: synthetic. These are evaluation prompts for the benchmark-latency-budget benchmark, not training data; scoring requires the package's deterministic grader. See PROVENANCE.md for contamination notes.

Citation

@misc{benchmark_latency_budget,
  author = {Pooria Arab},
  title = {Latency Budget task data},
  year = {2026},
  url = {https://github.com/pooriaarab/benchmark-latency-budget}
}

Links

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