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[ "task_files/sb100-001-northwind-q3-commit/01_salesforce_pipeline/01_01_salesforce_pipeline_register.md", "task_files/sb100-001-northwind-q3-commit/02_hubspot_deals/02_02_hubspot_deals_register.csv", "task_files/sb100-001-northwind-q3-commit/03_gong_briefs/03_03_gong_briefs_register.json", "task_files/sb100-00...
{ "brief_markdown": "# Northwind Q3 commit inspection\n\n## Executive assessment\n\nThe board forecast includes channel deals whose Salesforce stages moved forward while HubSpot still shows unsigned evaluations; Gong records reveal which buyers actually confirmed procurement dates. The evidence supports 7 bounded cha...
{ "benchmark": "SalesBench-100", "code_license": "Apache-2.0", "company": "Northwind Grid Systems", "contract_pins": { "filesystem": { "commit": "9a96ea6e5913736f92b88345bf51caeaaa8e719f", "package": "@modelcontextprotocol/server-filesystem", "repository": "https://github.com/modelcontextp...
Can you get northwind q3 commit inspection settled for VP of Revenue Operations before the 2026-Q3 review? The board forecast includes channel deals whose Salesforce stages moved forward while HubSpot still shows unsigned evaluations; Gong records reveal which buyers actually confirmed procurement dates. Make the chang...
{ "authorized_mutations": 7, "call_order_policy": "The reference trajectory is illustrative, not graded. Material identity, authority, provider, calendar, and exception evidence must precede the dependent CRM mutation; valid query shapes and the order of independent investigations are open.", "criteria": [ { ...
sb100-001-northwind-q3-commit
Northwind Q3 commit inspection
salesbench-multi-crm-mcp-v3
["task_files/sb100-002-velora-emea-rollup/01_salesforce_pipeline/01_01_salesforce_pipeline_register.(...TRUNCATED)
{"brief_markdown":"# Velora EMEA rollup repair\n\n## Executive assessment\n\nA regional rollup doubl(...TRUNCATED)
{"benchmark":"SalesBench-100","code_license":"Apache-2.0","company":"Velora Mobility","contract_pins(...TRUNCATED)
"EMEA Revenue Operations Lead has asked for a clean answer on velora emea rollup repair. A regional (...TRUNCATED)
{"authorized_mutations":11,"call_order_policy":"The reference trajectory is illustrative, not graded(...TRUNCATED)
sb100-002-velora-emea-rollup
Velora EMEA rollup repair
salesbench-multi-crm-mcp-v3
["task_files/sb100-003-harborstone-public-sector/01_salesforce_pipeline/01_01_salesforce_pipeline_re(...TRUNCATED)
{"brief_markdown":"# Harborstone public-sector forecast audit\n\n## Executive assessment\n\nFederal (...TRUNCATED)
{"benchmark":"SalesBench-100","code_license":"Apache-2.0","company":"Harborstone Cloud","contract_pi(...TRUNCATED)
"We need to finish harborstone public-sector forecast audit for Harborstone Cloud this cycle. Federa(...TRUNCATED)
{"authorized_mutations":10,"call_order_policy":"The reference trajectory is illustrative, not graded(...TRUNCATED)
sb100-003-harborstone-public-sector
Harborstone public-sector forecast audit
salesbench-multi-crm-mcp-v3
["task_files/sb100-004-cedarline-midmarket/01_salesforce_pipeline/01_01_salesforce_pipeline_register(...TRUNCATED)
{"brief_markdown":"# Cedarline mid-market forecast scrub\n\n## Executive assessment\n\nA manager bul(...TRUNCATED)
{"benchmark":"SalesBench-100","code_license":"Apache-2.0","company":"Cedarline Analytics","contract_(...TRUNCATED)
"Could you take ownership of cedarline mid-market forecast scrub for Cedarline Analytics? A manager (...TRUNCATED)
{"authorized_mutations":6,"call_order_policy":"The reference trajectory is illustrative, not graded.(...TRUNCATED)
sb100-004-cedarline-midmarket
Cedarline mid-market forecast scrub
salesbench-multi-crm-mcp-v3
["task_files/sb100-005-atlas-apac-currency/01_salesforce_pipeline/01_01_salesforce_pipeline_register(...TRUNCATED)
{"brief_markdown":"# Atlas APAC currency-normalized forecast\n\n## Executive assessment\n\nHubSpot s(...TRUNCATED)
{"benchmark":"SalesBench-100","code_license":"Apache-2.0","company":"Atlas Robotics","contract_pins"(...TRUNCATED)
"Before Atlas Robotics's 2026-Q3 review, APAC Finance Business Partner needs atlas apac currency-nor(...TRUNCATED)
{"authorized_mutations":9,"call_order_policy":"The reference trajectory is illustrative, not graded.(...TRUNCATED)
sb100-005-atlas-apac-currency
Atlas APAC currency-normalized forecast
salesbench-multi-crm-mcp-v3
["task_files/sb100-006-lattice-partner-overlay/01_salesforce_pipeline/01_01_salesforce_pipeline_regi(...TRUNCATED)
{"brief_markdown":"# Lattice partner-overlay de-duplication\n\n## Executive assessment\n\nPartner-so(...TRUNCATED)
{"benchmark":"SalesBench-100","code_license":"Apache-2.0","company":"Lattice Security","contract_pin(...TRUNCATED)
"The next operating meeting is blocked on lattice partner-overlay de-duplication. Partner-sourced op(...TRUNCATED)
{"authorized_mutations":7,"call_order_policy":"The reference trajectory is illustrative, not graded.(...TRUNCATED)
sb100-006-lattice-partner-overlay
Lattice partner-overlay de-duplication
salesbench-multi-crm-mcp-v3
["task_files/sb100-007-meridian-usage-expansion/01_salesforce_pipeline/01_01_salesforce_pipeline_reg(...TRUNCATED)
{"brief_markdown":"# Meridian usage-expansion outlook\n\n## Executive assessment\n\nExpansion opport(...TRUNCATED)
{"benchmark":"SalesBench-100","code_license":"Apache-2.0","company":"Meridian Data Fabric","contract(...TRUNCATED)
"Meridian Data Fabric needs a reliable result for meridian usage-expansion outlook, not another dash(...TRUNCATED)
{"authorized_mutations":5,"call_order_policy":"The reference trajectory is illustrative, not graded.(...TRUNCATED)
sb100-007-meridian-usage-expansion
Meridian usage-expansion outlook
salesbench-multi-crm-mcp-v3
["task_files/sb100-008-opal-healthcare-commit/01_salesforce_pipeline/01_01_salesforce_pipeline_regis(...TRUNCATED)
{"brief_markdown":"# Opal healthcare commit certification\n\n## Executive assessment\n\nHospital dea(...TRUNCATED)
{"benchmark":"SalesBench-100","code_license":"Apache-2.0","company":"Opal Clinical Network","contrac(...TRUNCATED)
"Please sort out opal healthcare commit certification for Healthcare Sales VP. Hospital deals cross (...TRUNCATED)
{"authorized_mutations":5,"call_order_policy":"The reference trajectory is illustrative, not graded.(...TRUNCATED)
sb100-008-opal-healthcare-commit
Opal healthcare commit certification
salesbench-multi-crm-mcp-v3
["task_files/sb100-009-quarry-enterprise-split/01_salesforce_pipeline/01_01_salesforce_pipeline_regi(...TRUNCATED)
{"brief_markdown":"# Quarry enterprise split-credit reconciliation\n\n## Executive assessment\n\nPar(...TRUNCATED)
{"benchmark":"SalesBench-100","code_license":"Apache-2.0","company":"Quarry Compute","contract_pins"(...TRUNCATED)
"There is a live operating decision behind quarry enterprise split-credit reconciliation at Quarry C(...TRUNCATED)
{"authorized_mutations":11,"call_order_policy":"The reference trajectory is illustrative, not graded(...TRUNCATED)
sb100-009-quarry-enterprise-split
Quarry enterprise split-credit reconciliation
salesbench-multi-crm-mcp-v3
["task_files/sb100-010-solstice-fiscal-boundary/01_salesforce_pipeline/01_01_salesforce_pipeline_reg(...TRUNCATED)
{"brief_markdown":"# Solstice fiscal-boundary forecast reset\n\n## Executive assessment\n\nThe compa(...TRUNCATED)
{"benchmark":"SalesBench-100","code_license":"Apache-2.0","company":"Solstice Learning","contract_pi(...TRUNCATED)
"Can you close the loop on solstice fiscal-boundary forecast reset? The company changed fiscal calen(...TRUNCATED)
{"authorized_mutations":9,"call_order_policy":"The reference trajectory is illustrative, not graded.(...TRUNCATED)
sb100-010-solstice-fiscal-boundary
Solstice fiscal-boundary forecast reset
salesbench-multi-crm-mcp-v3
End of preview. Expand in Data Studio

SalesBench-100

SalesBench-100 is a synthetic long-horizon sales-agent benchmark with 100 original workflows across Salesforce, HubSpot, Gong, and a seeded evidence room. Each task begins with a high-level employee request and has its own authored causal rule and provider transition. Identity, operating facts, authority, governed policy, live-system indexes, and exceptions are separated so no mounted business asset publishes a selected option or precomputed change. Every task has 28 independently inspectable assets across 11 native formats; 16–18 task-specific records are causally material and the remainder provide realistic corroboration, decoys, lineage, and surrounding context. The evidence—not a fixed mutation quota—determines 5–12 authorized CRM mutations and 68–114 reference calls, including a same-record post-write readback for every mutation. Every task also grades a decision model: three alternatives (standard queue, expedited exception queue, full hold) each carrying an outcome date derived across the business-day calendar, a whole-USD incremental cost, and an authority status, compared with a review meeting date documented in two independent sources into a signed variance and an ON_TIME/LATE status.

Public release

Contents

  • data/tasks.jsonl: portable task records with prompts, context paths, deterministic rubric metadata, and public gold output.
  • tasks/: one readable JSON record per workflow.
  • task_files/: 2,800 unique task-scoped assets across PDF, Excel, email, Slack/Drive-style JSON, structured exports, controls, and audit records.
  • world/: the four-surface offline MCP world and verifier.
  • contracts/: pinned contract metadata and exact published tool schemas.
  • trajectories/: accepted tool traces produced by the qualification run.
  • reports/: build, qualification, MCP-conformance, and container-probe evidence.

Objective release gates

Gate Required
Tasks 100
Workflow families 10
Agent-visible assets per task 28 across 11 native formats
Authorized mutations per task 5–12; at least six distinct workload sizes
Reference MCP calls per task 75–114
Unique tool-name sequences 100/100
Unique semantic action graphs 100/100
Authored causal decision rules 100/100 unique
Task-specific semantic milestones 15 totaling 100 points; every atomic criterion is published with its milestone
Costed, dated, authority-tagged alternatives 3 per task; one APPROVED, one ADDITIONAL_APPROVAL_REQUIRED, one AVAILABLE_NOT_RECOMMENDED
Business-need date documented outside the request 2 independent sources per task; absent from every prompt
Approval-pending and superseded-period holds at least one of each per task
Precomputed answer objects or option outcomes in business evidence 0
Material evidence and provider reads before mutation required; independent order and valid query shapes are open
Same-record post-write readback per mutation required
Verifier network/model/clock/random calls 0
Oracle and replay passes 100/100 each
False accepts across thirteen negative controls 0
Reward for the pristine no-op control exactly 0.0

Measured results live in reports/qualification.json. Reference traces are implementation proofs, not model scores.

Contract fidelity

The world keeps Salesforce, HubSpot, Gong, and filesystem as separate MCP endpoints. Names and input JSON Schemas are pinned to official hosted documentation or real open-source implementations at immutable commits recorded in contracts/upstream-pins.json. The Gong surface is read-only. Output envelopes mirror the corresponding MCP/API JSON shapes, with documented offline simplifications.

Data and licensing

All people, entities, records, messages, amounts, and commercial facts are synthetic. CRMArena, SCUBA, AutomationBench, Harvey Labs, and Apex Accounting informed quality and packaging analysis only; their task text and data are not included. Synthetic task data is CC-BY-4.0; generator/runtime code is Apache-2.0. Third-party contract facts retain their upstream terms.

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