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Benchmark articles

Browse all benchmark articles on the MDisBetter blog.

Benchmark

PDF to Markdown Accuracy: What to Expect by Document Type

Realistic accuracy expectations by document type — from clean digital papers (99%) to phone-photographed scans (85%). What to spot-check, what to trust.

7 min read May 2026
Benchmark

PDF to Markdown Benchmark: 10 Tools Tested on 50 Real Documents

We tested 10 PDF-to-Markdown converters on 50 real documents. Methodology, results, and rankings on accuracy, structure preservation, OCR, and speed.

9 min read May 2026
Benchmark

Transcription Accuracy by Audio Quality: What to Expect (Real Tests)

We tested the same script recorded on a studio mic, USB headset, phone, and noisy phone. Real WER numbers per scenario plus tips to improve any recording before transcribing.

11 min read May 2026
Benchmark

URL to Markdown Benchmark: 10 Tools Tested on 30 Real Pages

Broader 10-tool benchmark across 30 web pages in 5 categories (docs, news, wiki, forum, SPA). Honest scores on cleanliness, structure, JS handling, code blocks, table rendering.

13 min read May 2026
Benchmark

URL to Markdown Benchmark: 8 Tools Tested on Real Pages

We tested 8 URL-to-Markdown converters on six real-world pages (Wikipedia, Stripe docs, NYT, React docs, GitHub README, Reddit). Cleanliness, structure, JS handling, code blocks scored honestly.

9 min read May 2026
Benchmark

Video Transcription Accuracy by Content Type (Real Tests)

Same AI transcription tool, 8 different content types: lecture, vlog, gaming stream, podcast, interview, tutorial, talking-head, presentation. Accuracy varies wildly. Tips to improve.

12 min read May 2026
Benchmark

Word Formatting Preservation: Accuracy Test Across 5 Converters

Single-doc deep accuracy test: one complex Word document with H1-H4, lists, tables, images, code blocks, footnotes, citations — scored across 5 converters. Per-feature comparison table.

11 min read May 2026
Benchmark

Word to Markdown Benchmark: 8 Tools Tested for Accuracy

Honest accuracy benchmark of 8 Word-to-Markdown tools (mdisbetter, Word2MD, Pandoc, Mammoth.js, Monkt, DocsToMarkdown, ToMarkdown, Hyperleap AI) across 5 real document types.

12 min read May 2026
Benchmark

YouTube Auto-Captions vs AI Transcription: Accuracy Test

Side-by-side accuracy: YouTube auto-captions ~80-85% on clean speech, ~70% on accented/technical. Whisper-class AI ~95-98% clean, ~90% accented. Real test data, not vendor marketing.

11 min read May 2026
Benchmark

YouTube Transcript Tools Benchmark: 12 Tested for Accuracy

We tested 12 YouTube transcript tools on 5 video types — lecture, podcast, interview, tutorial, vlog. Honest accuracy scores, output quality, free limits. The ranking will surprise you.

13 min read May 2026
Comparison

7 Best PDF to Markdown Converters in 2026

We tested MDisBetter, Marker, Pandoc, pdf2md, Adobe, Docling, and LlamaParse. Here's how they stack up on accuracy, speed, and price.

10 min read Mar 2026
Comparison

Markdown vs PDF for AI: Token Usage Comparison (2026)

Token benchmarks across 5 document types show Markdown uses 60-95% fewer tokens than PDF. See the real cost difference for ChatGPT and Claude.

6 min read Mar 2026