One-Off Filing Engagements

Make Your 10-K, 10-Q, and 8-K Algorithmically Readable

Loughran-McDonald plus Gunning Fog scoring before you file. Find the readability gap before bots do.

Score returned within 4 business hours.

The three-layer scoring stack

Every filing draft is parsed through three independent layers and reduced to a single composite score on a 0 to 10 scale.

Loughran-McDonald 7-category sentiment

The standard finance-specific lexicon. Scores positive, negative, uncertainty, litigious, modal-strong, modal-weak, and constraining word density paragraph by paragraph. Used by Bloomberg, Refinitiv, and every quant fund running 10-K NLP.

Gunning Fog readability index

Measures the years of education required to parse a passage in a single read. SEC filings averaging above Fog 18 trigger negative-readability flags in algo readers. Target zone is 14 to 16 for management discussion sections.

Composite 0-10 algo-readability score

Weighted blend of sentiment skew, readability, hedge density, forward-looking-statement ratio, and length penalty. One number you can defend in front of your audit committee.

What an algo reader sees

A real 10-Q paragraph, scored before and after AxonIR optimization. Sample uses anonymized, composite text representative of typical micro-cap filings.

Before — Score 4.2 / 10

"While management cannot guarantee that the previously discussed initiatives will result in any meaningful change to the operating environment, we believe, subject to material risks and uncertainties, that there may be potential for measurable improvement in certain key performance indicators over the medium term, although there can be no assurance."

  • Fog index: 22.4 (severe)
  • Uncertainty word density: 14.2%
  • Modal-weak word density: 9.8%
  • Forward-looking hedge ratio: 6 hedges per sentence
After — Score 7.6 / 10

"Our recent operational changes target three measurable indicators: gross margin, customer retention, and cash conversion. Management expects improvement over the next twelve months. Forward-looking statements involve risk and are detailed in Item 1A."

  • Fog index: 14.1 (target zone)
  • Uncertainty word density: 4.1%
  • Modal-weak word density: 2.2%
  • Forward-looking hedge ratio: 1 hedge per sentence

One-off filing pricing

Single Filing Pre-Scoring
Submit one 10-K, 10-Q, or 8-K draft. Receive composite score, paragraph-level annotations, and revision recommendations within 4 business hours.
$500per filing
  • 4 business hour turnaround
  • Loughran-McDonald 7-category sentiment breakdown
  • Gunning Fog index by section
  • Composite 0 to 10 algo-readability score
  • Paragraph-level annotations with rewrite suggestions
  • One revision pass after your edits
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