Reconciled fundamentals
Cross-model reconciliation of SEC 10-K / 10-K405 / 10-Q filings (and amendments).
Latest re-run plan: 2026-10-10 16:47.
Values validated (2+ models agree)
88.7%
945,357 of 1,066,302 decided values
Companies reconciled
256
Discarded values
120.9K
11.3% of decided
Calculated quarters
223.4K
Q4 = FY − Q3 YTD, YTD differences
With segment data (F4)
256
Re-run plan
| Action | What it means | Filings | |
|---|---|---|---|
| Run the missing extraction model | Cheap: a whitelisted model has not processed the filing yet. | 2,403 | Open list |
| Run the no-AI XBRL extractor | Free: the filing has XBRL but no no-ai-xblr extraction. | 2 | Open list |
| Run a third (frontier) AI | Expensive: models disagree or one is missing a field the company normally reports. | 2,413 | Open list |
| Third AI — optional | Quarterly filings with only non-core fields missing (above the tier cutoff). | 3,522 | Open list |
| Skip | Lone value on a field the company does not normally report. | 5,830 | Open list |
Third-AI calls by value tier: tier 1 (annual, core fields): 290 · tier 2 (annual, other fields): 1,387 · tier 3 (quarterly, core fields): 736
Highest discard rates
| Company | Ticker | Discarded | Validated | Discard rate | Years |
|---|---|---|---|---|---|
| Exelon Corporation | EXC | 1,784 | 2,535 | 41.3% | 2000–2025 |
| Eversource Energy | ES | 1,942 | 2,848 | 40.5% | 1995–2025 |
| International Paper | IP | 2,076 | 3,069 | 40.3% | 1996–2025 |
| IDEX | IEX | 2,025 | 3,064 | 39.8% | 2002–2025 |
| Illinois Tool Works | ITW | 1,903 | 3,320 | 36.4% | 1995–2025 |
| IDEXX Laboratories | IDXX | 1,704 | 3,217 | 34.6% | 1999–2025 |
| Illumina | ILMN | 829 | 2,262 | 26.8% | 2000–2025 |
| DTE Energy | DTE | 1,188 | 3,909 | 23.3% | 1997–2025 |
| Federal Realty Investment Trust | FRT | 980 | 3,238 | 23.2% | 1995–2025 |
| BXP, Inc. | BXP | 882 | 3,183 | 21.7% | 2001–2025 |