See how 132 companies
use AI for data extraction

Context Windows brings together credible case studies on what companies are doing with AI, from across the open web. We compare their results so you can prioritise the use cases that are actually working.

Real-world implementations from

Citigroup logoC
CitigroupClient onboarding
Telia Company logoT
Telia CompanyData tagging
Generali Global Corporate & Commercial logoG
Generali Global Corporate & CommercialUnderwriting automation
Concentrix logoC
ConcentrixInvoice processing
RSM Cayman logoR
RSM CaymanAudit testing
Citigroup logoC
CitigroupClient onboarding
Telia Company logoT
Telia CompanyData tagging
Generali Global Corporate & Commercial logoG
Generali Global Corporate & CommercialUnderwriting automation
Concentrix logoC
ConcentrixInvoice processing
RSM Cayman logoR
RSM CaymanAudit testing
Try:,,
Showing 9 of 132 case studies
OneAssure logoO

OneAssure

Insurance|SMB

Policy processing

AgenticL4

Hand-keying 30 fields per PDF took 10 minutes—payout errors frayed advisor trust. Document AI now handles each in under a minute.

<60sPolicy Processing Timevs 10-minute manual data entry
via cloud.google.com
Published Sep 11, 2026
Körber logoK

Körber

Pharmaceuticals & Biotech|Enterprise

Recipe management

AgenticL3

Paper recipes took months to digitize; each new regulation meant combing the library for impact. AI agents do both now—engineers review.

~30%Cycle Time Reduction
via microsoft.com
Published Sep 4, 2026
Harris County logoH

Harris County

Government & Public Sector|Enterprise

Procurement analysis

AgenticL2

Years of unstructured procurement entries hid the license redundancies. PRISM parsed 1M+ rows and surfaced $2.5M in savings.

$2.5M+Cost Savings
via microsoft.com
Published Sep 4, 2026
Pattillo, Brown & Hill logoP

Pattillo, Brown & Hill

Professional Services|SMB

Audit automation

AgenticL2

Trial balances reformatted by hand, once per district, 70 times each audit cycle. Now agents ingest any format and standardize across all.

~1 hourCompliance Testing Time
via datasnipper.com
Published Sep 4, 2026
Noctrix Health logoN

Noctrix Health

Pharmaceuticals & Biotech|SMB

Patient intake

AgenticL3

New reimbursement codes sent referral faxes surging—too handwritten for OCR, too many to process. AI now reads, splits, and routes each one.

67%Offshore Staff Reduction
via tennr.com
Published Jul 23, 2026
Humano Seguros logoH

Humano Seguros

Insurance|Mid-size

Policy issuance

AgenticL4

Applications arrived typed, scanned, or handwritten—each manually reviewed, taking 8 days. AI now reads and issues policies automatically.

< 3 minsAvg Processing Timevs 8 business days
via tiempohabitualonline.blogspot.com
Published Jul 20, 2026