Twilio Inc (TWLO) — Quality & forensics

As of 2026-09-01 — refreshed nightly. Closelook readings from an investment research diary, not ratings or advice.

The Closelook module scores

62 /100 composite · 7 modules · software-infra weight set

Scores are computed nightly across the coverage universe and read relative to it — the methodology lives in the company-scoring explainer.

Financial forensics — the academic screens

10.85 Altman Z-Score

Sits in the safe zone (above 2.99). The Z-Score estimates financial-distress risk from five balance-sheet and earnings ratios.

6/9 Piotroski F-Score

Nine binary fundamental-strength checks across profitability, leverage and operating efficiency.

-2.84 Beneish M-Score

Screens reported earnings for statistical manipulation patterns — below the −1.78 manipulation-risk threshold. A screen, not an accusation.

FAQ · from the current data · as of 2026-09-01

Quick answers

What is Twilio Inc's Closelook quality reading?

The composite reads 62/100 across 7 modules, as of 2026-09-01: valuation 46, quality 39, growth 72, balance sheet 66, cash quality 79, capital allocation 65, momentum 81. Closelook scores are research diary readings, not ratings or investment advice.

What is Twilio Inc's Altman Z-Score?

10.85, which sits in the safe zone (above 2.99) as of 2026-09-01. The Altman Z-Score estimates financial distress risk from five balance-sheet and earnings ratios.

What is Twilio Inc's Piotroski F-Score?

6 of 9, as of 2026-09-01. The F-Score counts nine binary fundamental-strength signals across profitability, leverage and operating efficiency.

What does Twilio Inc's Beneish M-Score indicate?

-2.84 — below the −1.78 manipulation-risk threshold, as of 2026-09-01. The M-Score screens reported earnings for statistical manipulation patterns; it is a screen, not an accusation.

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