{
 "schema": "theclaudetrader.research_packet.v1",
 "generated_at": "2026-10-31T18:13:02+00:00",
 "snapshot_date": "2026-10-31",
 "about": {
  "site": "The Claude Trader",
  "what_this_is": "Evidence-first research record built from SEC XBRL, SEC Form 4 and exchange prices. Deterministic rule scores with every input linked to its source. No recommendations. fair_value_model is a labelled model estimate from SEC filings, not a price target or recommendation (method: /fair-value).",
  "publishes": "Facts and their provenance only; no holdings, targets, estimates or recommendations.",
  "how_to_answer": [
   "State the snapshot date and each score's data_as_of.",
   "Quote scores with their status: ok = complete; partial / insufficient = a test was excluded because an input was absent or older than 550 days. Repeat each warning beside the number it affects; a 'stale' warning means the input was used but is older than 120 days (price: 7 days).",
   "Cite the source URL for any number you repeat.",
   "Say what is missing; never present holdings or targets as this site's (it has none).",
   "If asked for a shortlist or portfolio: build it from the user's horizon, risk, benchmark, exclusions and limits; cite inputs, explain inclusion and thesis risks; label weights as your synthesis, distinct from these deterministic scores; no promised outperformance or invented expected returns."
  ]
 },
 "company": {
  "ticker": "TWLO",
  "name": "Twilio Inc",
  "legal_name": "TWILIO INC",
  "cik": "0001447669",
  "exchange": "NYSE",
  "industry": "Services-Prepackaged Software",
  "sic": "7372",
  "fiscal_year_end": "1231",
  "is_financial": false,
  "is_utility": false
 },
 "price": {
  "value": 205.03,
  "as_of": "2026-10-30",
  "source": "Alpaca Market Data (consolidated SIP daily bar)",
  "url": "https://docs.alpaca.markets/docs/historical-stock-data-1"
 },
 "market_cap": {
  "value": 31725118580.96,
  "as_of": "2026-10-30",
  "unit": "USD",
  "meaning": "price on the price date x latest reported point-in-time shares (see inputs.share_count_as_of)",
  "warning": null,
  "unavailable_reason": null,
  "inputs": {
   "traded_price": {
    "value": 205.03,
    "as_of": "2026-10-30",
    "unit": "USD per traded unit (share or ADS)",
    "source": "Alpaca Market Data (consolidated SIP daily bar)",
    "url": "https://docs.alpaca.markets/docs/historical-stock-data-1"
   },
   "sec_shares_outstanding": {
    "value": 154734032.0,
    "unit": "underlying shares",
    "concept": "SEC cover page 10-Q 0001447669-26-000110 (154,734,032 shares (single class on cover)); filing document https://www.sec.gov/Archives/edgar/data/1447669/000144766926000110/twlo-20260930.htm",
    "period_end": "2026-10-16",
    "accession": "0001447669-26-000110",
    "url": "https://www.sec.gov/Archives/edgar/data/1447669/000144766926000110/R1.htm"
   },
   "depositary_ratio": {
    "value": 1.0,
    "unit": "underlying shares per traded unit",
    "status": "domestic",
    "source": "10-K filer; SEC shares are the traded units",
    "evidence_url": null,
    "evidence_form": null,
    "evidence_filed": null,
    "body_snippet": null
   },
   "formula": "market_value = traded_price (price date) / depositary_ratio x latest point-in-time SEC shares outstanding (share-count date shown; from the filing cover page, summed across share classes only where the issuer filing verifies the classes are economically equivalent (rule + evidence URL in the source text), else withheld; priced at the primary listed class, so where other classes trade at a different price the value is an approximation; restated only for issuer-verified splits after the count date); weighted-average share counts are never used",
   "split_adjustment": null,
   "share_count_as_of": "2026-10-16",
   "share_count_age_days_at_price_date": 14,
   "warning": null,
   "computed": "205.03 (price 2026-10-30) / 1 x 154,734,032 (shares at 2026-10-16) = 31,725,118,581"
  }
 },
 "scores": {
  "graham": {
   "score": 36.5,
   "status": "partial: 5",
   "complete": false,
   "passes_all": false,
   "summary": "Graham Defensive: 36 of 100 (partial: 5). Adequate size: 5.07 revenue $B \u2192 5.0/5; Current ratio: 4.62 \u2192 15.0/15; Long-term debt vs working capital: 0.34 LTD / WC \u2192 15.0/15; Positive earnings each of 10 years: 1 of 10 \u2192 1.5/15; Dividends every year for 20 years: 0 of 20 \u2192 0.0/15; EPS growth, 3-yr avg now vs 10 yrs ago: insufficient (missing input); P/E on 3-year average EPS: None \u2192 0.0/15; P/B <= 1.5, or P/E x P/B <= 22.5: P/B 3.53 \u2192 0.0/10",
   "data_as_of": "2025-12-31",
   "history": [
    "2016",
    "2025"
   ],
   "price_as_of": "2026-10-30",
   "coverage": null,
   "verification": {
    "verified": 0,
    "mismatch": 0,
    "unverified": 19,
    "not_cross_checked": 2
   },
   "warnings": [
    "partial score: tests 5 could not be computed; not comparable with complete scores",
    "stale (warning, input still used): current-period inputs older than 120 days: Revenue, debt_incl_current, current_assets, current_liabilities, equity; inputs older than 550 days are excluded and make the test insufficient"
   ],
   "components": [
    {
     "test": "1",
     "name": "Adequate size",
     "value": 5.07,
     "unit": "revenue $B",
     "threshold": ">= 1",
     "points": 5.0,
     "max": 5
    },
    {
     "test": "2a",
     "name": "Current ratio",
     "value": 4.62,
     "threshold": ">= 2.0",
     "points": 15.0,
     "max": 15
    },
    {
     "test": "2b",
     "name": "Long-term debt vs working capital",
     "value": 0.34,
     "unit": "LTD / WC",
     "threshold": "<= 1.0",
     "points": 15.0,
     "max": 15,
     "note": "LongTermDebt including current maturities (upper bound for the noncurrent portion)"
    },
    {
     "test": "3",
     "name": "Positive earnings each of 10 years",
     "value": "1 of 10",
     "threshold": "10 of 10",
     "points": 1.5,
     "max": 15
    },
    {
     "test": "4",
     "name": "Dividends every year for 20 years",
     "value": "0 of 20",
     "threshold": "20 of 20",
     "points": 0.0,
     "max": 15,
     "missing_years": [
      2006,
      2007,
      2008,
      2009,
      2010,
      2011,
      2012,
      2013,
      2014,
      2015,
      2016,
      2017,
      2018,
      2019,
      2020,
      2021,
      2022,
      2023,
      2024,
      2025
     ],
     "cross_check": {
      "verified_years": [],
      "mismatch_years": [],
      "unverified_years": [
       2006,
       2007,
       2008,
       2009,
       2010,
       2011,
       2012,
       2013,
       2014,
       2015,
       2016,
       2017,
       2018,
       2019,
       2020,
       2021,
       2022,
       2023,
       2024,
       2025
      ]
     },
     "note": null
    },
    {
     "test": "5",
     "name": "EPS growth, 3-yr avg now vs 10 yrs ago",
     "value": null,
     "threshold": ">= +33%",
     "points": null,
     "max": 10,
     "missing_years": [
      2014,
      2015,
      2016
     ]
    },
    {
     "test": "6",
     "name": "P/E on 3-year average EPS",
     "value": null,
     "threshold": "<= 15",
     "points": 0.0,
     "max": 15,
     "note": "average EPS not positive"
    },
    {
     "test": "7",
     "name": "P/B <= 1.5, or P/E x P/B <= 22.5",
     "value": "P/B 3.53",
     "threshold": "<= 1.5 or <= 22.5",
     "points": 0.0,
     "max": 10
    }
   ],
   "rules_url": "https://theclaudetrader.com/p/graham"
  },
  "magic_formula": {
   "score": null,
   "status": "insufficient data (no fresh property, plant and equipment (PropertyPlantAndEquipmentNet) reported)",
   "summary": "Not scored: insufficient data (no fresh property, plant and equipment (PropertyPlantAndEquipmentNet) reported).",
   "warnings": [],
   "components": []
  },
  "momentum": {
   "score": 77.7,
   "status": "ok",
   "complete": true,
   "passes_all": null,
   "summary": "Momentum: 78 of 100 (ok). 12-1 month return: 159.1 % \u2192 48.9/50; 6 month return: 38.5 % \u2192 18.4/20; Price / 52-week high: 0.681 \u2192 10.2/15; Volatility penalty (60d annualised): 82.3 % \u2192 0.2/15",
   "data_as_of": "2026-10-30",
   "history": [
    null,
    null
   ],
   "price_as_of": "2026-10-30",
   "coverage": null,
   "verification": null,
   "warnings": [],
   "components": [
    {
     "name": "12-1 month return",
     "value": 159.1,
     "unit": "%",
     "percentile": 97.8,
     "points": 48.9,
     "max": 50
    },
    {
     "name": "6 month return",
     "value": 38.5,
     "unit": "%",
     "percentile": 92.0,
     "points": 18.4,
     "max": 20
    },
    {
     "name": "Price / 52-week high",
     "value": 0.681,
     "points": 10.2,
     "max": 15
    },
    {
     "name": "Volatility penalty (60d annualised)",
     "value": 82.3,
     "unit": "%",
     "points": 0.2,
     "max": 15
    }
   ],
   "rules_url": "https://theclaudetrader.com/p/momentum"
  },
  "insider": {
   "score": 0.0,
   "status": "ok",
   "complete": true,
   "passes_all": null,
   "summary": "Insider: 0 of 100 (ok). Open-market buy value / market cap (percentile among buyers): 0.0 bp \u2192 0.0/35; Distinct buyers: 0 \u2192 0.0/25; Buyer seniority: 0.0 \u2192 0.0/20; Recency (half-life 30d): 0.0 \u2192 0.0/10; Sales penalty (excludes 10b5-1 plan sales): 41.18 bp \u2192 -9.8/0",
   "data_as_of": "2026-10-30",
   "history": [
    null,
    null
   ],
   "price_as_of": null,
   "coverage": {
    "window_start": "2026-08-02",
    "through": "2026-10-30",
    "missing_days": 1,
    "note": "Form 4 data loaded through 2026-10-30"
   },
   "verification": null,
   "warnings": [],
   "components": [
    {
     "name": "Open-market buy value / market cap (percentile among buyers)",
     "value": 0.0,
     "unit": "bp",
     "points": 0.0,
     "max": 35
    },
    {
     "name": "Distinct buyers",
     "value": 0,
     "points": 0.0,
     "max": 25
    },
    {
     "name": "Buyer seniority",
     "value": 0.0,
     "points": 0.0,
     "max": 20
    },
    {
     "name": "Recency (half-life 30d)",
     "value": 0.0,
     "points": 0.0,
     "max": 10
    },
    {
     "name": "Sales penalty (excludes 10b5-1 plan sales)",
     "value": 41.18,
     "unit": "bp",
     "points": -9.8,
     "max": 0
    }
   ],
   "rules_url": "https://theclaudetrader.com/p/insider"
  },
  "buffett": {
   "score": 1.5,
   "status": "ok",
   "complete": true,
   "passes_all": false,
   "summary": "Buffett Quality: 2 of 100 (ok). Average return on equity (net income / year-end equity): -9.1% over 8 yrs \u2192 0.0/25; Profitable every year: 1 of 10 \u2192 1.5/15; Net income growth, 3-yr average now vs start of window: base or latest average not positive \u2192 0.0/10; Borrowings / 3-yr average earnings (years to repay): None \u2192 0.0/15; Operating margin, 5-yr average: -16.6% \u2192 0.0/10; Free cash flow / net income, 5-yr (operating cash flow minus capex): None \u2192 0.0/10; Owner-earnings yield (3-yr avg free cash flow / market cap): 2.1% \u2192 0.0/15",
   "data_as_of": "2026-10-16",
   "history": [
    "2016",
    "2025"
   ],
   "price_as_of": "2026-10-30",
   "coverage": null,
   "verification": {
    "verified": 0,
    "mismatch": 0,
    "unverified": 46,
    "not_cross_checked": 2
   },
   "warnings": [],
   "components": [
    {
     "test": "1",
     "name": "Average return on equity (net income / year-end equity)",
     "value": "-9.1% over 8 yrs",
     "threshold": ">= 15%",
     "points": 0.0,
     "max": 25
    },
    {
     "test": "2",
     "name": "Profitable every year",
     "value": "1 of 10",
     "threshold": "all years",
     "points": 1.5,
     "max": 15
    },
    {
     "test": "3",
     "name": "Net income growth, 3-yr average now vs start of window",
     "value": "base or latest average not positive",
     "threshold": ">= +10%",
     "points": 0.0,
     "max": 10,
     "note": "growth rate undefined"
    },
    {
     "test": "4",
     "name": "Borrowings / 3-yr average earnings (years to repay)",
     "value": null,
     "threshold": "<= 4",
     "points": 0.0,
     "max": 15,
     "note": "average earnings not positive"
    },
    {
     "test": "5",
     "name": "Operating margin, 5-yr average",
     "value": "-16.6%",
     "threshold": ">= 20%",
     "points": 0.0,
     "max": 10
    },
    {
     "test": "6",
     "name": "Free cash flow / net income, 5-yr (operating cash flow minus capex)",
     "value": null,
     "threshold": ">= 1.0",
     "points": 0.0,
     "max": 10,
     "note": "cumulative net income not positive"
    },
    {
     "test": "7",
     "name": "Owner-earnings yield (3-yr avg free cash flow / market cap)",
     "value": "2.1%",
     "threshold": ">= 7%",
     "points": 0.0,
     "max": 15
    }
   ],
   "rules_url": "https://theclaudetrader.com/p/buffett"
  },
  "lynch": {
   "score": 31.0,
   "status": "ok",
   "complete": true,
   "passes_all": false,
   "summary": "Lynch GARP: 31 of 100 (ok). PEG: P/E divided by 5-yr EPS growth (in % points): None \u2192 0.0/30; EPS growth, 5-yr compound rate: None \u2192 0.0/20; P/E on latest annual EPS: 976.3 \u2192 0.0/10; Borrowings / equity: 0.11 \u2192 15.0/15; Years of the last 5 in which EPS rose: 3 of 5 \u2192 9.0/15; Net cash (cash minus borrowings) / market cap: -0.5% \u2192 7.0/10",
   "data_as_of": "2026-06-30",
   "history": [
    "2020",
    "2025"
   ],
   "price_as_of": "2026-10-30",
   "coverage": null,
   "verification": {
    "verified": 0,
    "mismatch": 0,
    "unverified": 5,
    "not_cross_checked": 1
   },
   "warnings": [
    "stale (warning, input still used): current-period inputs older than 120 days: debt_incl_current, equity, cash; inputs older than 550 days are excluded and make the test insufficient"
   ],
   "components": [
    {
     "test": "1",
     "name": "PEG: P/E divided by 5-yr EPS growth (in % points)",
     "value": null,
     "threshold": "<= 1.0",
     "points": 0.0,
     "max": 30,
     "note": "earnings not positive in both years, or growth not positive: PEG undefined"
    },
    {
     "test": "2",
     "name": "EPS growth, 5-yr compound rate",
     "value": null,
     "threshold": "12% to 35% a year",
     "points": 0.0,
     "max": 20,
     "note": "earnings not positive in both years"
    },
    {
     "test": "3",
     "name": "P/E on latest annual EPS",
     "value": 976.3,
     "threshold": "<= 25",
     "points": 0.0,
     "max": 10
    },
    {
     "test": "4",
     "name": "Borrowings / equity",
     "value": 0.11,
     "threshold": "<= 0.5",
     "points": 15.0,
     "max": 15,
     "note": "LongTermDebt (incl. current maturities)"
    },
    {
     "test": "5",
     "name": "Years of the last 5 in which EPS rose",
     "value": "3 of 5",
     "threshold": "5 of 5",
     "points": 9.0,
     "max": 15
    },
    {
     "test": "6",
     "name": "Net cash (cash minus borrowings) / market cap",
     "value": "-0.5%",
     "threshold": ">= +10%",
     "points": 7.0,
     "max": 10
    }
   ],
   "rules_url": "https://theclaudetrader.com/p/lynch"
  },
  "graham_enterprising": {
   "score": 43.0,
   "status": "ok",
   "complete": true,
   "passes_all": false,
   "summary": "Graham Enterprising: 43 of 100 (ok). Current ratio: 4.62 \u2192 15.0/15; Borrowings vs working capital: 0.34 x \u2192 15.0/15; No earnings deficit in the last 5 years: 1 of 5 profitable \u2192 3.0/15; Pays a current dividend: no \u2192 0.0/10; EPS higher than five years earlier: -3.35 -> 0.21 \u2192 10.0/10; Price / book value per share: 3.53 \u2192 0.0/20; Price / net current asset value per share (current assets minus all liabilities): 16.82 \u2192 0.0/15",
   "data_as_of": "2026-06-30",
   "history": [
    "2020",
    "2025"
   ],
   "price_as_of": "2026-10-30",
   "coverage": null,
   "verification": {
    "verified": 0,
    "mismatch": 0,
    "unverified": 12,
    "not_cross_checked": 3
   },
   "warnings": [
    "stale (warning, input still used): current-period inputs older than 120 days: current_assets, current_liabilities, debt_incl_current, equity, liabilities; inputs older than 550 days are excluded and make the test insufficient"
   ],
   "components": [
    {
     "test": "1",
     "name": "Current ratio",
     "value": 4.62,
     "threshold": ">= 1.5",
     "points": 15.0,
     "max": 15
    },
    {
     "test": "2",
     "name": "Borrowings vs working capital",
     "value": 0.34,
     "threshold": "<= 1.1x",
     "points": 15.0,
     "max": 15,
     "unit": "x",
     "note": "LongTermDebt (incl. current maturities)"
    },
    {
     "test": "3",
     "name": "No earnings deficit in the last 5 years",
     "value": "1 of 5 profitable",
     "threshold": "5 of 5",
     "points": 3.0,
     "max": 15
    },
    {
     "test": "4",
     "name": "Pays a current dividend",
     "value": "no",
     "threshold": "yes",
     "points": 0.0,
     "max": 10
    },
    {
     "test": "5",
     "name": "EPS higher than five years earlier",
     "value": "-3.35 -> 0.21",
     "threshold": "higher",
     "points": 10.0,
     "max": 10
    },
    {
     "test": "6",
     "name": "Price / book value per share",
     "value": 3.53,
     "threshold": "<= 1.2",
     "points": 0.0,
     "max": 20,
     "note": "book value used because intangibles are not separated in the dataset (Graham uses net tangible assets)"
    },
    {
     "test": "7",
     "name": "Price / net current asset value per share (current assets minus all liabilities)",
     "value": 16.82,
     "threshold": "<= 0.67",
     "points": 0.0,
     "max": 15
    }
   ],
   "rules_url": "https://theclaudetrader.com/p/graham_enterprising"
  },
  "piotroski": {
   "score": 66.7,
   "status": "partial: 5",
   "complete": false,
   "passes_all": false,
   "summary": "Piotroski F-Score: 67 of 100 (partial: 5). Return on assets is positive: 0.3% \u2192 11.11111111111111/11.11111111111111; Operating cash flow is positive: 1,003M \u2192 11.11111111111111/11.11111111111111; Return on assets improved on the prior year: -1.1% -> 0.3% \u2192 11.11111111111111/11.11111111111111; Operating cash flow exceeds net income (accruals): 1,003M vs 34M \u2192 11.11111111111111/11.11111111111111; Long-term debt / assets fell: insufficient (an input is not reported for one of the two years); Current ratio improved: 4.20 -> 4.03 \u2192 0.0/11.11111111111111; No new shares issued (share count did not rise): 152M -> 155M \u2192 0.0/11.11111111111111; Operating margin improved (stand-in for gross margin, which the dataset does not carry): -1.2% -> 3.1% \u2192 11.11111111111111/11.11111111111111; Asset turnover (revenue / assets) improved: 0.45 -> 0.52 \u2192 11.11111111111111/11.11111111111111",
   "data_as_of": null,
   "history": [
    "2024",
    "2026"
   ],
   "price_as_of": null,
   "coverage": null,
   "verification": {
    "verified": 0,
    "mismatch": 0,
    "unverified": 23,
    "not_cross_checked": 0
   },
   "warnings": [
    "partial score: tests 5 could not be computed; not comparable with complete scores"
   ],
   "components": [
    {
     "test": "1",
     "name": "Return on assets is positive",
     "value": "0.3%",
     "threshold": "pass = 1",
     "points": 11.11111111111111,
     "max": 11.11111111111111
    },
    {
     "test": "2",
     "name": "Operating cash flow is positive",
     "value": "1,003M",
     "threshold": "pass = 1",
     "points": 11.11111111111111,
     "max": 11.11111111111111
    },
    {
     "test": "3",
     "name": "Return on assets improved on the prior year",
     "value": "-1.1% -> 0.3%",
     "threshold": "pass = 1",
     "points": 11.11111111111111,
     "max": 11.11111111111111
    },
    {
     "test": "4",
     "name": "Operating cash flow exceeds net income (accruals)",
     "value": "1,003M vs 34M",
     "threshold": "pass = 1",
     "points": 11.11111111111111,
     "max": 11.11111111111111
    },
    {
     "test": "5",
     "name": "Long-term debt / assets fell",
     "value": null,
     "threshold": "pass = 1",
     "points": null,
     "max": 11.11111111111111,
     "note": "an input is not reported for one of the two years"
    },
    {
     "test": "6",
     "name": "Current ratio improved",
     "value": "4.20 -> 4.03",
     "threshold": "pass = 1",
     "points": 0.0,
     "max": 11.11111111111111
    },
    {
     "test": "7",
     "name": "No new shares issued (share count did not rise)",
     "value": "152M -> 155M",
     "threshold": "pass = 1",
     "points": 0.0,
     "max": 11.11111111111111
    },
    {
     "test": "8",
     "name": "Operating margin improved (stand-in for gross margin, which the dataset does not carry)",
     "value": "-1.2% -> 3.1%",
     "threshold": "pass = 1",
     "points": 11.11111111111111,
     "max": 11.11111111111111
    },
    {
     "test": "9",
     "name": "Asset turnover (revenue / assets) improved",
     "value": "0.45 -> 0.52",
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   "median": 35.9
  },
  "magic_formula": {
   "industry": "Services-Prepackaged Software",
   "scored_peers": 9,
   "rank": null,
   "median": 32.5
  },
  "momentum": {
   "industry": "Services-Prepackaged Software",
   "scored_peers": 19,
   "rank": 3,
   "median": 41.0,
   "top_peers": [
    {
     "ticker": "CRWD",
     "score": 81.7
    },
    {
     "ticker": "DDOG",
     "score": 79.1
    },
    {
     "ticker": "TWLO",
     "score": 77.7
    },
    {
     "ticker": "MSFT",
     "score": 61.7
    },
    {
     "ticker": "VEEV",
     "score": 56.6
    }
   ]
  },
  "insider": {
   "industry": "Services-Prepackaged Software",
   "scored_peers": 19,
   "rank": 3,
   "median": 0.0,
   "top_peers": [
    {
     "ticker": "ORCL",
     "score": 38.2
    },
    {
     "ticker": "CRM",
     "score": 31.1
    },
    {
     "ticker": "ADBE",
     "score": 0.0
    },
    {
     "ticker": "ADSK",
     "score": 0.0
    },
    {
     "ticker": "CDNS",
     "score": 0.0
    }
   ]
  },
  "buffett": {
   "industry": "Services-Prepackaged Software",
   "scored_peers": 14,
   "rank": 14,
   "median": 70.8,
   "top_peers": [
    {
     "ticker": "ADBE",
     "score": 100.0
    },
    {
     "ticker": "INTU",
     "score": 100.0
    },
    {
     "ticker": "CDNS",
     "score": 85.0
    },
    {
     "ticker": "GEN",
     "score": 83.5
    },
    {
     "ticker": "MSFT",
     "score": 79.4
    }
   ]
  },
  "lynch": {
   "industry": "Services-Prepackaged Software",
   "scored_peers": 15,
   "rank": 12,
   "median": 52.1,
   "top_peers": [
    {
     "ticker": "INTU",
     "score": 86.3
    },
    {
     "ticker": "PTC",
     "score": 80.7
    },
    {
     "ticker": "XYZ",
     "score": 79.7
    },
    {
     "ticker": "MSFT",
     "score": 74.2
    },
    {
     "ticker": "ADBE",
     "score": 69.4
    }
   ]
  },
  "graham_enterprising": {
   "industry": "Services-Prepackaged Software",
   "scored_peers": 15,
   "rank": 5,
   "median": 35.0,
   "top_peers": [
    {
     "ticker": "INTU",
     "score": 59.7
    },
    {
     "ticker": "XYZ",
     "score": 57.4
    },
    {
     "ticker": "MSFT",
     "score": 56.7
    },
    {
     "ticker": "TYL",
     "score": 45.3
    },
    {
     "ticker": "TWLO",
     "score": 43.0
    }
   ]
  },
  "piotroski": {
   "industry": "Services-Prepackaged Software",
   "scored_peers": 6,
   "rank": null,
   "median": 77.8
  }
 },
 "dossier": {
  "url": "https://theclaudetrader.com/d/TWLO.md",
  "written": "2026-10-31",
  "note": "librarian agent dossier: cited facts only, no opinions"
 },
 "external_views_link_only": {
  "morningstar": "https://www.morningstar.com/search?query=TWLO",
  "finviz": "https://finviz.com/quote.ashx?t=TWLO",
  "stockanalysis": "https://stockanalysis.com/stocks/twlo/",
  "seeking_alpha": "https://seekingalpha.com/symbol/TWLO",
  "openinsider": "http://openinsider.com/search?q=TWLO",
  "google_news": "https://news.google.com/rss/search?q=TWLO+stock"
 },
 "limits": [
  "Graham Defensive: partial, missing tests 5",
  "Magic Formula: insufficient data (no fresh property, plant and equipment (PropertyPlantAndEquipmentNet) reported)",
  "Piotroski F-Score: partial, missing tests 5",
  "News is not collected for this ticker; use the SEC 8-K and press-release links below"
 ],
 "machine_readable": {
  "stock_json": "https://theclaudetrader.com/s/TWLO.json",
  "stock_md": "https://theclaudetrader.com/s/TWLO.md",
  "packet": "https://theclaudetrader.com/r/TWLO.json",
  "grid": "https://theclaudetrader.com/grid.json",
  "openapi": "https://theclaudetrader.com/openapi.json",
  "index": "https://theclaudetrader.com/llms.txt"
 },
 "cite_as": "The Claude Trader snapshot 2026-10-31, https://theclaudetrader.com/s/TWLO; data from SEC EDGAR XBRL and market prices (Alpaca Market Data, Yahoo Finance) to 2026-10-30.",
 "disclaimer": "Scores are deterministic rule outputs from public filings. fair_value_model is a labelled model estimate from the same filings (method at /fair-value), not an opinion or recommendation."
}