Pattern Intelligence ยท NYSE

GWH quant read

ESS Tech Inc ยท Industrials

The nearest historical setups point to downside risk, and the completed-week chart evidence supports that caution.

1-week positive match rate 36.5%

Historically negative ยท avg analogue -1.90%

Moderate historical lean
4-week blended positive rate 20.5%

Historically negative ยท avg analogue -13.51%

Stronger historical lean
Completed-week chart evidence Chart evidence challenges the read

4 of the core evidence blocks are acting as headwinds.

Evidence agreement Clean alignment

Downside risk is confirmed while price remains below trend and relative strength keeps lagging.

Current weekly tape

Price, trend line, and fair value

Compare the stored pattern with completed weekly prices. The Fair Value line is the latest reference within this chart, held constant across the display.

Close
0.1567
Trend Line
0.7995
Fair value
6.01
Hover chart for weekly context.

Signal stack

What changed underneath price?

Each signal is standardized against its own recent history, so the lines show whether the current reading is unusually strong or weak for this stock.

Hover for standardized signal values.

Historical memory

Selected 4-week example returns

Each bar is a stored exampleโ€™s subsequent return, ordered by similarity. This selected set differs from the weighted global, sector and industry blend above.

Hover for analogue return and similarity rank.
Outcome frame

How varied were the historical outcomes?

The lower quartile, median and upper quartile of the selected examples. Actual future outcomes can fall outside this historical range.

Lower quartile -36.56%

What weaker historical analogues tended to deliver.

Median example -22.89%

The middle outcome from the nearest resolved examples.

Upper quartile -2.37%

What stronger historical analogues tended to deliver.

Evidence stack

Why the model sees this setup

These are the current conditions feeding the analogue read. The point is not the number alone; it is whether the evidence agrees with the historical read.

Price vs Trend Line -80.40%

Price is below trend, which keeps pressure on the setup.

Price vs Fair Value -97.39%

Price is trading below Fair Value, which can create recovery potential if pressure improves.

Market Dynamics -0.01

Market Dynamics are neutral.

Relative Strength -0.91

The stock is lagging relative strength.

Market Activity -0.93

This component is a drag.

Price Cycle -0.97

This component is a drag.

Historical rhymes

Closest resolved setups

The table keeps the model honest: these are the actual examples behind the selected-example statistics.

Ticker Week Similarity Outcome 4W return
FUM
LSE
2026-06-12 0.8365 lower -36.21%
LMFA
NASDAQ
2026-06-12 0.8227 lower -36.67%
LIT
LSE
2026-06-12 0.8046 lower -31.94%
HUD
LSE
2026-06-12 0.8016 lower -25.45%
LMFA
NASDAQ
2026-06-05 0.7994 lower -32.03%
BABY
TOR
2026-06-05 0.7986 lower -10.00%
LCID
NASDAQ
2026-06-12 0.7969 higher +6.73%
TPST
NASDAQ
2026-06-12 0.7953 lower -22.78%
SHFS
NASDAQ
2026-06-12 0.7927 lower -25.04%
AZEV4
SAO
2026-06-05 0.7899 lower -17.73%
ALADO
PAR
2026-06-12 0.7883 lower -21.57%
BABY
TOR
2026-06-12 0.7881 lower -40.00%
LCID
MEX
2026-06-12 0.7875 higher +12.50%
VVOS
NASDAQ
2026-06-12 0.7858 lower -24.48%
AZEV4
SAO
2026-06-12 0.7856 lower -49.58%
GNIP
LSE
2026-06-12 0.7854 lower -1.09%
JFEN3
SAO
2026-06-05 0.7854 higher +28.30%
ALCBI
PAR
2026-06-05 0.7846 higher +26.49%
CABO
NYSE
2026-06-12 0.7835 lower -23.00%
DSRT
OSL
2026-06-05 0.7828 lower -41.61%
AZEV3
SAO
2026-06-05 0.7819 lower -42.81%
1468
HKG
2026-06-12 0.7818 lower -41.61%
GFSA3
SAO
2026-06-12 0.7816 lower -38.83%
CELU
NASDAQ
2026-06-12 0.7772 higher +3.86%
MEL
ASX
2026-06-12 0.7769 lower -14.29%
OBD
LSE
2026-06-12 0.7746 lower -44.75%
3189
JPX
2026-06-12 0.7735 flat 0.00%
TPST
NASDAQ
2026-06-05 0.7731 lower -14.17%
GFSA3
SAO
2026-06-05 0.7726 lower -0.99%
DTCX
NASDAQ
2026-06-12 0.7719 lower -6.22%
Distinctive drivers

What made this setup unusual

These are the largest deviations from the run baseline, renamed into plain market language.

  • Volume pressure 1.1931
  • Price Cycle -1.06675
  • Price vs Fair Value -1.05153
  • Market Activity -0.979
This is historical analogue evidence, not advice. It becomes more useful when historical rate, average return, chart evidence, and nearby examples all point in the same direction.
Sample audit ยท Selected examples

How much evidence stands behind the reading?

30 distinct examples across 25 companies and 2 entry weeks. 2026-06-05โ€“2026-06-12.

Median return-22.89%4 weeks after entry
Middle 80% of outcomes-41.73% to 7.31%10thโ€“90th historical percentiles
Largest company share7%Of selected examples
Weight-equivalent sample30.0Accounts for unequal weights, not dependence

The distribution, including losses

< โˆ’10%
20
โˆ’10 to โˆ’5%
2
โˆ’5 to 0%
2
0 to 5%
2
5 to 10%
1
โ‰ฅ 10%
3

1 unchanged outcomes. Bins use equal counts, not similarity weights; positive means strictly above zero.

Does one observation change the story?

Selected-example mean
-18.83%
Without the best outcome
-20.46%
Without the worst outcome
-17.77%
Non-overlapping within each company
-15.08% ยท 25 cases

The two exclusion checks show how much the extremes affect the mean. Companies can still share the same market shock; these checks do not prove independence.

Peer comparison

Does the result travel across comparison groups?

The headline 4-week rate blends these stored groups. The selected example chart and one-week calculation use a combined shortlist, so they will not necessarily reproduce that blend.

Comparison groupPositive rateMean returnMatchesBlend weightMedian similarity
Global
16.6%
-18.92%3055%0.79
SectorSame country
22.8%
-5.13%3030%0.72
IndustrySame country
30.0%
-10.45%3015%0.44

Groups can share examples. Their counts must not be added together as independent observations. Similarity measures resemblance, not a likelihood of success.

Research playbook

What would strengthen or weaken this case?

Continuation

Historical lean meets chart support

Downside risk is confirmed while price remains below trend and relative strength keeps lagging.

Look for the next completed weekly observation to sustain agreement in trend, relative strength and activity.

Conflict

Similar history, different conditions

If current price and direction oppose the historical lean, keep it as an unconfirmed case. Review the weaker peer group and whether the result depends on extreme examples.

Reassessment

The setup changes

A change in trend, fading relative strength or a materially different pattern can make the old matches less relevant. Recheck the pattern date and the next published reading.

Method and limits

Read the evidence in the right order

1. Compare like with like

Weekly price and indicator conditions are matched with resolved historical setups. Each listing appears once, using its most recent stored reading. Check the date and outcome horizon.

2. Separate frequency from payoff

The headline is a similarity-weighted blend of global, same-country sector and industry results where available. A high positive rate can coexist with large losses. Inspect the median, tails and individual examples.

3. Demand current confirmation

These are descriptive historical matches, not calibrated odds or an independently validated trading edge. Examples may overlap in time, share companies and reflect later data corrections. Costs, liquidity and delisted-company coverage need separate evaluation.

Evidence context