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Twilio Inc. Class A Common Stock
Technology · Software - Infrastructure
Made on Aug 26, 2026
Price at call $225.53
6-month call Bear -11.3%
Target by Feb 2027 $200.00
Great value below $185.00
Model v0.6.0

Projection vs Actual (6M history + forecast)

The masterbrain's trajectory (blue, curved through its 7 checkpoints), the deterministic v0.3 control (dashed), and the actual price (green) overlaid from the prediction date forward.
Forecast Change -11.3% to $200.00
Predicted High $238.00 at 1 month
Predicted Low $200.00 at 6 months
Max Drawdown (predicted) -11.3%

Forecast

The masterbrain trajectory — 7 dated checkpoints. Short rungs (2w, 1m) show the typical range as the primary claim; point calls run from 2 months out. Every claim still gets graded. Predicted Aug 26, 2026 1:13 pm
Bear TWLO trends lower to $200.00 (-11.3% from $225.53) by Feb 2027. ride-then-fade
ThesisTWLO is riding an earnings-beat rally and AI-narrative rehabilitation in a risk-on tape, but a 90% six-month run and deeply negative value lens (fair value far below current) argue for continued momentum near-term that fades into consolidation and mild mean-reversion as value gravity reasserts.
Invalidated ifA break below $185 on rising volume, or a regime flip to risk-off, would invalidate the near-term extension and accelerate the fade.
Checkpointtime after the call Datewhen it gets graded Predictedthe claim: closing price Current priceactual close — fills in over time Predicted returnpredicted vs $225.53 at call Conv.brain's confidence, 1–10 Driverwhy the brain put the point here
Prediction made Aug 26, 2026 — $225.53 at call — —The anchor — every point below is measured from this price and date.
2 weeks Sep 9, 2026 $194.25–$256.81 typical range · internal point $234.00 — ±13.9% 7/10 Momentum and risk-on tape extend post-beat rally
What actually happened: closed $225.89 on Sep 8, 2026 = +0.2% vs the call (predicted +3.8%)  ·  direction HIT (called flat, was flat)  ·  off by 3.6 pp  ·  accuracy 9/10  ·  typical range ±13.9%: inside the band  ·  S&P 0.0% over the same window — lagged it
1 month Sep 26, 2026 $180.21–$270.85 typical range · internal point $238.00 — ±20.1% 6/10 AI narrative and buying flows push marginal high
What actually happened: closed $275.80 on Sep 25, 2026 = +22.3% vs the call (predicted +5.5%)  ·  direction HIT (called up, was up)  ·  off by 16.8 pp  ·  accuracy 4/10  ·  typical range ±20.1%: OUTSIDE the band  ·  S&P +0.9% over the same window — beat it
2 months Oct 26, 2026 $230.00 — +2.0% 5/10 Rally stalls, profit-taking begins near resistance
3 months Nov 26, 2026 $218.00 — -3.3% 5/10 Next earnings print raises bar, mild derisking
4 months Dec 26, 2026 $212.00 — -6.0% 4/10 Year-end rotation out of high-beta winners
5 months Jan 26, 2027 $205.00 — -9.1% 4/10 Value gravity pulls toward attractive-below level
6 months Feb 26, 2027 $200.00 — -11.3% 3/10 Sentiment cools, fair-value gap weighs on tape

Why ranges on the short rungs? A 102-prediction trial (2026-07-21) showed 2-week point calls carry no information here — three prompt formulations all lost to simply predicting zero — while the stock's own volatility scale (σ×√t) described those windows well. So the short rungs claim what's actually knowable: the typical travel, with earnings timing flagged where the variance will come from. The internal point calls keep being generated and graded to map where real skill begins. Full evidence: stocks/predictions/V0.5-DESIGN.md §8.

Deterministic control (v0.3 value line) targets $0.00 (+0.0%) — both lines get graded at every checkpoint, so the brain has to beat the formula, not just replace it. Brain: claude-opus-4-7.

Weaknesses

0 blocking · 1 degraded · 3 notes — follow the chain top-down (cause → effect).
  • Degraded
    No usable fair-value anchor — brain-only (anchorless) mode: no v0.3 control line, prediction reasons from lenses/sentiment/regime/price behaviour.
    value_anchor
  • Note
    EPV de-weighted — growth IS the value proposition for this type of company
    upstream:classification
  • Note
    Valuation anchor absent: dcf.
    anchor:dcf
  • Note
    Valuation anchor absent: anchored_pe.
    anchor:anchored_pe

Equation Inputs

Everything feeding the v0.6.0 model — value anchors, the stock's own price behaviour, and the tunable knobs.

Value anchors (from deep analysis)

Price at call$225.53
Composite fair value$-10.11
Signal-adjusted fair value$-11.30
DCF fair value—
Anchored-PE fair value—
Buy-below (value lens)—
Value net score-42
Value confidence6 / 10
Quality net score+47
Memo confidence— / 10
Deserved value (base)—
Quality tilt—
Deserved value (used)—
Coherence (value × quality)—

Price behaviour (trailing — shapes the realism line)

Realized volatility (annualized) 1m 85.7%  3m 69.6%  6m 64.9%  
Daily σ (realism noise)4.4%
Beta vs S&P 500 1m 1.51  3m 0.96  5m 1.05  
Trailing 6-month return90.6%

Knobs (equation params)

ladder["w2","m1","m2","m3","m4","m5","m6"]
llm_modelclaude-opus-4-7
max_tokens3000
control_knobs{"w_dcf":0.5,"k_qual":0.200000000000000011102230246251565404236316680908203125,"reach_6m":0.450000000000000011102230246251565404236316680908203125,"coh_floor":0.5,"conf_gain":0.059999999999999997779553950749686919152736663818359375,"noise_phi":0.84999999999999997779553950749686919152736663818359375,"conf_floor":0.40000000000000002220446049250313080847263336181640625,"w_composite":0.5,"noise_window":"3m","flat_band_pct":5,"horizon_months":6,"noise_sigma_fallback":0.01499999999999999944488848768742172978818416595458984375}
Neutral band (%)5
earnings_briefv1
prompt_versionp1
control_versionv0.3.0

Version & Tech Chain

What produced this prediction — stamped on the record so versions can be compared by success rate later.
Model v0.6.0 #8eb3df85c300

Tech composition (what this version is built from)

#ProcessKindGroup
1 Synthesis valuation-synthesis deterministic final
2 Scenario Analysis scenario-valuation deterministic valuation
3 Valuation / Mispricing ext-lens-value llm extended
4 Company Quality ext-lens-quality llm extended
5 Forensic Memo (combiner) ext-forensic-memo llm extended
6 Classification company-classification llm foundation
7 Live Quote fmp-quote data market-data

Inputs used (the runs that fed this prediction)

Upstream processRanLagRun id
company-classification Aug 26, 2026 freshest TWLO-20260826-033001-b4ba
ext-forensic-memo Aug 26, 2026 freshest ext-TWLO-20260826-035535-33ce
ext-lens-quality Aug 26, 2026 freshest ext-TWLO-20260826-035535-33ce
ext-lens-sentiment Aug 26, 2026 freshest ext-TWLO-20260826-035535-33ce
ext-lens-value Aug 26, 2026 freshest ext-TWLO-20260826-035535-33ce
scenario-valuation Aug 26, 2026 freshest TWLO-20260826-033001-b4ba
valuation-synthesis Aug 26, 2026 freshest TWLO-20260826-033001-b4ba

Inputs flagged 7d+ behind the freshest one may be stale relative to the rest of the analysis.

Saved History

1 frozen snapshot — the record we score once predictions mature.
MadeModelCallAt callTargetExp.Eval due
Aug 26, 2026 v0.6.0 Bear $225.53 $200.00 -11.3% Feb 2027 viewing

Not Yet Modeled

What this v0.6.0 forecast deliberately ignores — the work ahead, in plain sight.
  • Scenario probabilities — one path, no bull/bear split (base_prob = 1.0).
  • Intraday / sub-2-week behaviour — the first claim is at 14 days by design (EOD product).
  • Position sizing / portfolio context — the path is a price claim only.