id stringlengths 5 8 | kind stringclasses 1
value | prompt stringlengths 37 112 | expected stringlengths 4 33 | metadata dict |
|---|---|---|---|---|
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 20261015for the public tasks, ornode scripts/gen-tasks.mjs --seed <n> --split hiddenfor 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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