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AI for Telecommunications

16 ready-to-build AI use cases for telecommunications teams, each built and tested on sample data. Open any kit to see how it was measured and where it fails.

Measured on sample data, not asserted. Every number lives on the kit’s own board.
16use casesfor Telecommunications
5kinds of jobthe bars below
1,197sample documentsin these kits’ data
1,566test casesgraded by code
82failures namedcase by case

What these kits do

Pick a job to narrow the tiles below.

Where they slip, and where to watch

Across 82 named failures

  • Applied the wrong rule · 23%
  • Dates, numbers and arithmetic · 20%
  • Cited the wrong source · 17%

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All 16 kits

TelecommunicationsUC0040Check a telecom invoice line against its usage55 reconciliation records measuredTelecommunicationsUC0080Catch a telecom order before it misses its date240 order snapshots measuredTelecommunicationsUC0130Catch telecom service days nobody billed120 billing lag extracts measuredTelecommunicationsUC0176Catch new causes in a carrier's failed orders270 fallout batches measuredTelecommunicationsUC0194Catch the delivery date a telecom order can't keep192 customer inquiry threads measuredTelecommunicationsUC0274Check a mobile customer's prorated bill60 bill cycles measuredTelecommunicationsUC0323Catch a carrier's bill shock before it goes out64 surveillance cards measuredTelecommunicationsUC0355Catch a carrier service billed with no line behind it62 reconciliation file measuredTelecommunicationsUC0376Sort a customer's billing dispute to its real cause60 billing disputes measuredTelecommunicationsUC0404Check a carrier's change order against what was built62 order folder measuredTelecommunicationsUC0415Check a carrier's bulk order files before they are built60 submitted bulk order files measuredTelecommunicationsUC0452Check cancelled telecom orders for leftover charges64 cancelled orders measuredTelecommunicationsUC0483Justify a phone company's billing credit requests64 credit justification packets measuredTelecommunicationsUC0514Decide which outage minutes on a business circuit count64 service-month packs measuredTelecommunicationsUC0537Rebook a missed internet install over the phonevoice65 calls measured · 1171.7 audio_seconds_inTelecommunicationsUC0573Decide if a broadband repair ticket needs a technician64 repair tickets measured

Rebuilt from the kit files at every deploy · last deploy before this build: 18 Oct 2026