Make your MD&A narrative extractable, not just readable
MD&A is where you explain what drove the numbers, and it is also where 'partially offset by' and unquantified narrative lose parsers. LyraMind scores the section for quantification and sentiment stability, and flags the sentences that hide the drivers.
The problem
Management's Discussion is narrative by design: results improved here, offset by pressure there, driven by factors described in prose. Parsers and quant engines want the drivers as extractable, quantified facts, but MD&A often carries polarity-flipping connectives ('however,' 'partially offset by') and qualitative claims with no number attached. The story is legible to a human and opaque to a machine.
How LyraMind does it
Paste Item 7. The legibility scan weights quantification, sentiment stability, and structural clarity, the factors that decide whether an agent can pull your revenue and margin drivers cleanly. It flags hedged sentiment flips (split into two sentences, one per direction), over-long nested sentences, and qualitative claims that need a figure.
What you get
A clarity score for the section, the flagged narrative sentences with rewrites toward quantified, single-direction claims, and the factor breakdown. Run it against the full report to see the quant and active-manager blind spots. The demo scores any text you paste, so your MD&A draft works the same way.
- Paste the MD&A (Item 7)
- Quantification and sentiment-stability factors weighted
- Hedged sentiment flips flagged for splitting
- Unquantified driver claims flagged for a figure
- Over-long nested sentences flagged for breaking
- Escalate to the full report for quant and active-manager reads
Questions
What makes MD&A hard for machines specifically?
Polarity-flipping connectives and unquantified narrative. A sentence that says results rose but were partially offset can be read with the wrong net polarity, and a driver described without a number is hard to rank.
Does higher quantification mean disclosing more?
It means attaching figures to claims you already make, so the driver is extractable. It is a clarity improvement, not a scope change; coordinate with your reporting team.
Scan or full report for MD&A?
Start with the scan for span-level fixes. Escalate to the report when you want the synthetic quant and active-manager reads and the predicted questions.