SYSTEM ONLINE · v2.4.1
EN · Las Vegas, NV
// home / work DOC-CASES-2026 · 6 entries

Field reports.

// Six engagements where the production numbers matched the prototype eval. Names anonymized where required by NDA.

CASE-2025-04Document parsing · Logistics

Cut invoice processing time by 87%

Hybrid OCR + SEO extraction replaced a 3-person manual review pipeline.

87%
Time saved
99.2%
Accuracy
9 wk
Audit→prod
→ read field report
CASE-2025-09Search · SaaS

Hybrid retrieval rebuild

CTR on top-3 results from 41% to 78% on a 2M document corpus.

+90%
CTR top-3
−61%
Zero-result
8 wk
Engagement
→ read field report
CASE-2025-11Classification · Fintech

Transaction routing at 96.4%

Calibrated multiclass classifier for 14 categories of small-business transactions, with drift monitoring.

96.4%
F1 macro
14
Classes
7 wk
To prod
→ read field report
CASE-2025-12Internal copilot · B2B

Sales-ops copilot, 38 users

Custom SEO tooling integrated with their CRM. Replaced 5 hours/week of manual lookup per rep.

38
Active users
5 hr
/rep/week saved
11 wk
Engagement
→ read field report
CASE-2026-01Eval & observability · SaaS

Caught a 12% silent regression

Built eval + drift monitoring for an existing SEO feature. Caught a model swap regression in week 2.

12%
Regression caught
340
Eval examples
4 wk
Engagement
→ read field report
CASE-2026-02Retrieval · Legal

Case-law search for a small firm

Hybrid retrieval over 180k case-law documents. Internal users went from 12-min average lookup to 90 seconds.

Faster lookup
180k
Documents
10 wk
Engagement
→ read field report