Education2026-06-10
What Is Word Error Rate? Why Vendor WER Numbers Mislead
WER = (substitutions + deletions + insertions) / reference words. Why a single vendor number is meaningless, and how to test ASR on your own calls.
Read the post →CallScribe Blog
Writing about Arabic speech recognition, dialect coverage, GCC call-recording compliance, and the messy reality of transcribing real GCC calls.
Education2026-06-10
Speaker Diarization Explained: How "Who Said What" Works
How speaker diarization works — VAD, speaker embeddings, clustering — what DER measures, and why mono telephony audio makes call-center diarization hard.
Read the post →Education2026-06-10
Arabic-English Code-Switching: Why It Breaks Most ASR
Gulf business calls switch between Arabic and English mid-sentence. Why monolingual ASR fails on code-switching and what transliteration ambiguity does.
Read the post →Education2026-06-10
MSA vs Dialectal Arabic: What "Supports Arabic" Hides
Most vendors' "Arabic support" means Modern Standard Arabic — which nobody speaks on a call. The MSA-dialect gap, ISO 639-3 codes, and the WER cost.
Read the post →Education2026-06-10
What SNR Means for Transcription Accuracy (with Thresholds)
SNR is the strongest predictor of transcription accuracy. What SNR, LUFS, and speech activity measure, why 8 kHz telephony hurts, and the dB thresholds.
Read the post →Compliance2026-06-10
Call Recording Laws in Saudi Arabia (2026) — PDPL, SDAIA, SAMA Explained
Is it legal to record customer calls in Saudi Arabia? KSA PDPL scope, SDAIA enforcement since September 2024, cross-border transfer rules, SAMA retention windows, and a practical checklist.
Read the post →Compliance2026-06-10
Call Recording Laws in the UAE (2026) — Federal PDPL, DIFC, ADGM, TDRA
Is it legal to record calls in the UAE? How the federal PDPL, DIFC DP Law 5/2020, and ADGM DP Regulations 2021 treat call recordings, TDRA operator rules, DFSA/FSRA retention, and a compliance checklist.
Read the post →Compliance2026-06-10
GCC Data Residency for Call Centers (2026) — Where Call Audio Can Live, Country by Country
Where can call recordings and transcripts be stored for each GCC country? KSA, UAE, Qatar, Kuwait, Bahrain, and Oman residency rules, transfer mechanisms, and why EU hosting plus GCC worker nodes works.
Read the post →Compliance2026-06-10
Call Center Consent Requirements in the GCC — Recording Disclosure Scripts in Arabic and English
What must GCC call centres say before recording? Ready-to-use Arabic and English disclosure scripts, IVR placement, how consent works across all six states, and retention notices.
Read the post →Compliance2026-06-10
Transcription & Call Recording Retention in the GCC — How Long to Keep What, and When to Delete
How long must GCC call centres keep recordings and transcripts? Banking, insurance, and telecom retention windows (SAMA, DFSA, TDRA), deletion obligations, PII redaction, and audit trails.
Read the post →Buyer Guide2026-06-10
How to Benchmark ASR Vendors on Your Own Calls (2026)
Stop trusting vendor WER claims. Benchmark ASR vendors on your own Arabic calls — sample selection, WER with jiwer, diarization scoring, cost modeling.
Read the post →Buyer Guide2026-06-10
Call Center QA Scorecard Template for Arabic Teams
A complete 100-point QA scorecard for Arabic call centers — greeting, compliance, resolution, soft skills — plus how transcription automates pre-scoring.
Read the post →Buyer Guide2026-06-10
Build vs Buy: Arabic Transcription TCO Compared (2026)
Self-hosted Whisper vs per-minute APIs vs managed Arabic-first platforms — an honest TCO comparison: GPU costs, headcount, and API pricing at volume.
Read the post →Buyer Guide2026-06-10
Reduce AHT with Call Center Speech Analytics
How transcription analytics cuts Average Handle Time — silence and hold detection, repeat-contact mining, sentiment dips, and realistic 15-20% ceilings.
Read the post →Education2026-04-11
Benchmarking Arabic ASR: What Actually Works
A technical deep dive into Whisper vs. wav2vec2 on Gulf, Levantine, and Egyptian Arabic, with real WER numbers, code-switching behavior, and the evaluation pitfalls that trip most comparisons.
Read the post →Education2026-04-11
A Practical Guide to Arabic Dialect Coverage for ASR
Not all Arabic is the same Arabic. A field guide to Khaleeji regional variants, Levantine sub-dialects, Egyptian urban speech, and the code-switching patterns that actually show up in GCC business calls.
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