End-to-end workflow: define a universe, design the questions, call at scale, extract structured fields, aggregate into signals.
The exact set of businesses an analyst would otherwise call manually — scraped, verified, and normalized into a call-ready schema with phone number, region, and segment.
| ID | Name | Region | Segment |
|---|---|---|---|
| AD-001 | Liberty Ford Albany | Northeast | Ford |
| AD-002 | Empire Chevrolet Syracuse | Northeast | Chevrolet |
| AD-003 | Bay State Toyota Boston | Northeast | Toyota |
| AD-004 | Garden State Honda Newark | Northeast | Honda |
| AD-005 | Colonial Nissan Hartford | Northeast | Nissan |
Each question is designed to extract one structured field. The script is iterated across collection cycles based on completion rates and extraction quality.
Automated voice calls to every endpoint in the universe, with retries on failed attempts. Each call runs the script above and records the full interaction.
Each answered call is transcribed and parsed. Every question maps to a structured field — turning a conversation into a data row.
| Entity | Week | Availability | Wait (days) | Discounting | Demand | Conf. |
|---|---|---|---|---|---|---|
| Liberty Ford Albany | 2025-12-22 | limited | 14 d | small | flat | 0.79 |
| Liberty Ford Albany | 2025-12-29 | limited | 14 d | small | flat | 0.85 |
| Liberty Ford Albany | 2026-01-05 | limited | 11 d | small | flat | 0.93 |
| Liberty Ford Albany | 2026-01-12 | limited | 12 d | small | flat | 0.78 |
Individual records are aggregated into regional indices — the recurring time-series that analysts and funds consume. Not transcripts, signals.
Automated flagging of statistically significant week-over-week shifts — the actionable output that triggers research.
Southeast auto dealer availability dropped 7.5% WoW — the steepest weekly decline across all monitored regions. 4 of 6 dealers reported "limited" or "out of stock" on popular truck trims.
Midwest discounting intensity reached 52 — the highest level in the 8-week panel. Dealers are offering meaningful incentives on both trucks and sedans to clear aged inventory.
Output delivered as structured CSV / Parquet with full audit trail. Each record includes source call ID, timestamp, extraction confidence, and transcript snippet. Refreshed on weekly cadence.