Can you explain why our sales forecast accuracy is so terrible this quarter and what current industry benchmarks say we should expect?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you explain why our sales forecast accuracy is so terrible this quarter and what current industry benchmarks say we should expect?
3 real searches · 1 real-search pass
2026 sales forecast accuracy benchmarks B2B SaaS forecast accuracy survey benchmarkGoogle ↗
OBSERVEDComparison
sales forecasting accuracy benchmark 2025 2026 percentage enterprise sales researchGoogle ↗
OBSERVEDReason
sales forecast accuracy common causes pipeline slippage CRM data sales stages researchGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
2026 sales forecast accuracy benchmarks B2B SaaS forecast accuracy survey benchmark Google ↗
sales forecasting accuracy benchmark 2025 2026 percentage enterprise sales research Google ↗
sales forecast accuracy common causes pipeline slippage CRM data sales stages research Google ↗
- Sales Forecast Accuracy Benchmark - By Horizon & Method | Optifai · optif.ai
- B2B Sales Pipeline Statistics & Benchmarks [Belkins' Study] · belkins.io
- Rationalizing Firm Forecasts · nber.org
- What Is Forecast Accuracy? · apqc.org
- How Do You Measure Forecast Accuracy? · apqc.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 sales forecast accuracy benchmarks B2B SaaS forecast accuracy survey benchmark OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
sales forecasting accuracy benchmark 2025 2026 percentage enterprise sales research OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
sales forecast accuracy common causes pipeline slippage CRM data sales stages research OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |