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Xylem Inc.
Industrials · Specialty Industrial Machinery
Made on Sep 1, 2026
Price at call $107.20
6-month call Bear -10.0%
Target by Mar 2027 $96.50
Great value below $72.00
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 -10.0% to $96.50
Predicted High $106.80 in 2 weeks
Predicted Low $96.50 at 6 months
Max Drawdown (predicted) -10.0%

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 Sep 1, 2026 1:08 pm
Bear XYL trends lower to $96.50 (-10.0% from $107.20) by Mar 2027. decay
ThesisXYL is materially overvalued vs DCF/composite fair value near $55-60, but a risk-on tape and ESG water-infrastructure narrative keep the stock sticky in the near term. Expect a gradual drift lower over 6 months as value gravity reasserts, with no imminent earnings catalyst to accelerate the move.
Invalidated ifA break above $115 on strong volume or a major water-infrastructure contract/M&A catalyst would falsify the drift-lower thesis; conversely a fast break under $95 accelerates it.
Checkpointtime after the call Datewhen it gets graded Predictedthe claim: closing price Current priceactual close — fills in over time Predicted returnpredicted vs $107.20 at call Conv.brain's confidence, 1–10 Driverwhy the brain put the point here
Prediction made Sep 1, 2026 — $107.20 at call — —The anchor — every point below is measured from this price and date.
2 weeks Sep 15, 2026 $101.47–$112.93 typical range · internal point $106.80 — ±5.3% 6/10 Risk-on tape holds price near current levels
What actually happened: closed $107.49 on Sep 14, 2026 = +0.3% vs the call (predicted -0.4%)  ·  direction HIT (called flat, was flat)  ·  off by 0.6 pp  ·  accuracy 10/10  ·  typical range ±5.3%: inside the band  ·  S&P -0.2% over the same window — lagged it
1 month Oct 1, 2026 $98.89–$115.51 typical range · internal point $105.50 — ±7.7% 6/10 Mild drift as momentum cools further
What actually happened: closed $101.27 on Sep 30, 2026 = -5.5% vs the call (predicted -1.6%)  ·  direction MISS (called flat, was down)  ·  off by 4.0 pp  ·  accuracy 4/10  ·  typical range ±7.7%: inside the band  ·  S&P +0.3% over the same window — beat it
2 months Nov 1, 2026 $103.00 — -3.9% 5/10 Valuation gravity begins to bite, no catalyst
3 months Dec 1, 2026 $101.00 — -5.8% 5/10 Year-end positioning, profit-taking on stretched names
4 months Jan 1, 2027 $99.50 — -7.2% 4/10 January reset, rotation away from richly valued industrials
5 months Feb 1, 2027 $98.00 — -8.6% 4/10 Approaching earnings, DCF anchor pulls harder
6 months Mar 1, 2027 $96.50 — -10.0% 4/10 Six-month drift aligns near deterministic baseline

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 $97.96 (-8.6%) — 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 · 2 degraded · 0 notes — follow the chain top-down (cause → effect).
  • Degraded
    [critical] Valuation is extremely fragile — almost no scenarios support the current price
    upstream:valuation-synthesis
  • Degraded
    [critical] Sector in contraction — demand weakening across the industry
    upstream:valuation-synthesis

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$107.20
Composite fair value$60.00
Signal-adjusted fair value$55.68
DCF fair value$44.16
Anchored-PE fair value$120.34
Buy-below (value lens)$72.00
Value net score-69
Value confidence6 / 10
Quality net score+30
Memo confidence7 / 10
Deserved value (base)—
Quality tilt—
Deserved value (used)—
Coherence (value × quality)—

Price behaviour (trailing — shapes the realism line)

Realized volatility (annualized) 1m 22.9%  3m 26.8%  6m 26.3%  
Daily σ (realism noise)1.7%
Beta vs S&P 500 1m 1.36  3m 0.55  5m 0.70  
Trailing 6-month return-14.6%

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 #271041f8fcd5

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 Sep 1, 2026 freshest XYL-20260901-043001-be52
ext-forensic-memo Sep 1, 2026 freshest ext-XYL-20260901-050835-6caa
ext-lens-quality Sep 1, 2026 freshest ext-XYL-20260901-050835-6caa
ext-lens-sentiment Sep 1, 2026 freshest ext-XYL-20260901-050835-6caa
ext-lens-value Sep 1, 2026 freshest ext-XYL-20260901-050835-6caa
scenario-valuation Sep 1, 2026 freshest XYL-20260901-043001-be52
valuation-synthesis Sep 1, 2026 freshest XYL-20260901-043001-be52

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
Sep 1, 2026 v0.6.0 Bear $107.20 $96.50 -10.0% Mar 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.