Samples

Real conversion samples: PDF & CSV to Markdown output

Actual Marklune outputs — not mockups. Download the source files, run the same conversion, compare. Includes a two-column academic paper so you can see the limits too.

Every output below is the verbatim Markdown returned by the production API on 2026-10-19 — no retyping, no cleanup. Source files are linked so you can reproduce each conversion yourself.

1 · Business report PDF → Markdown

A single-column quarterly report with two data tables. Headings map to H1/H2, both tables come out as GitHub-flavored Markdown, lists are preserved. This is the shape most business documents convert in.

# Q3 2026 Regional Sales Report

Prepared by the Analytics Team · October 2026. This report summarizes quarterly revenue
by region and product line, based on closed-won deals recorded in the CRM.

## Revenue by region

| Region |  Q2 ($M) |  Q3 ($M) |  QoQ change |
| - | - | - | - |
| AMER |  4.20 |  5.10 |  +21.4% |
| EMEA |  2.70 |  3.30 |  +22.2% |
| APAC |  1.90 |  2.80 |  +47.4% |

## Outlook

APAC growth is driven by two enterprise logos signed in September. We expect Q4 revenue
between $12.0M and $12.8M, assuming no churn among the top ten accounts.

- Hiring: two account executives for EMEA in November.
- Risk: FX exposure on APAC contracts; hedging policy under review.

2 · CSV → Markdown table

Spreadsheets become pipe tables, cell for cell — ready to paste into a README, docs page or LLM prompt.

# headcount.csv

## Sheet1

| employee     | department  | start_date | annual_cost |
|--------------|-------------|------------|-------------|
| Alice Chen   | Engineering | 2023-03-14 | 142000      |
| Bruno Silva   | Sales      | 2024-07-01 | 98000       |
| Chika Okafor | Support     | 2022-11-20 | 76500       |
| Dana Petrov  | Engineering | 2025-01-06 | 151000      |

3 · Two-column academic paper — and where it struggles

We also converted Attention Is All You Need (arXiv 1706.03762) and are showing the result as-is. Body text and section structure come through, but the complex multi-column comparison table gets linearized into run-on text instead of a Markdown table. If your documents look like this, test with your own files before committing — that trade-off is real today.

### Page 6
Table 1: Maximum path lengths, per-layer complexity and minimum number of sequential operations
for different layer types. n is the sequence length, d is the representation dimension, k is the kernel
size of convolutions and r the size of the neighborhood in restricted self-attention.
Layer Type Complexity per Layer Sequential Maximum Path Length
Operations
Self-Attention O(n2 · d) O(1) O(1)Recurrent O(n · d2) O(n) O(n)Convolutional O(k · n · d2) O(1) O(logk(n))Self-Attention (restricted) O(r · n · d) O(1) O(n/r)

The full honest-limits list

  • Tables in single-column documents survive; tables in dense multi-column academic layouts may be linearized (sample 3).
  • Output is GitHub-flavored Markdown — no LaTeX, no MathML. Formulas come out as plain text approximations.
  • Files are capped at 15 MB each, on every plan.
  • 1 page of quota ≈ 4,000 characters of output Markdown; PDF, EPUB and PPTX page breaks are counted directly.
  • Failed conversions never consume quota — you only spend pages on output you receive.

Frequently asked questions

Turn a document into clean Markdown

Drop a file or call the API — get structured, LLM-ready Markdown in seconds.

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