ONTO vs QQQ Stock Comparison

Onto Innovation Inc. vs Invesco QQQ Trust, Series 1

Data as of Sep 5, 2026· market close· ONTO (stock) vs QQQ (ETF)· Coverage 66/66 fields· 42/42 directly comparable· Moderate confidence
AIQ VerdictCompetitiveAIQ Comparison Conviction 8/10

QQQ leads

QQQ leads by 26 AIQ points, primarily on Momentum and Quality, and the lead has widened from 17 points over 30 sessions.

Competitive: 3 of 4 evidence groups support QQQ, its lead is widening, and its current signal state is conflicted.

Evidence agreement: 3 of 4Comparison trend: Strengthening
ONTO

Onto Innovation Inc.

AIQ Score
33/100
AIQ Edge Score
1/10
QQQ

Invesco QQQ Trust, Series 1

Leads
AIQ Score
59/100
AIQ Edge Score
7/10

The Algovestiq AIQ Score currently favors QQQ over ONTO, 59 versus 33 as of Sep 5, 2026. QQQ's advantage is driven primarily by stronger momentum and quality. QQQ also shows the stronger technical structure relative to its 50-day moving average. 3 of 4 covered evidence groups favor QQQ today, and the comparison is rated Competitive on stability: the leader is throwing conflicting signals. QQQ lead: Strengthening — the AIQ differential moved from 17 to 26 points over 30 sessions.

Compare Onto Innovation Inc. and Invesco QQQ Trust, Series 1 across the Algovestiq AIQ Score, valuation, quality, momentum, risk, technicals and analyst expectations.

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AIQ Factor Divergence

Where the two separate, on the four dimensions behind the AIQ Score. Bars read outward from a shared zero: further from the centre is a wider gap.

ONTO advantage
0
QQQ advantage
  • Momentum25%15 vs 54
    QQQ +39
  • Quality30%48 vs 83
    QQQ +35
  • Risk Resilience15%40 vs 75
    QQQ +35
  • Value30%28 vs 30
    Even

3 of 4 evidence groups favor QQQ. QQQ’s edge is concentrated in momentum and quality.

What changed since the last close

Latest scored session 2026-09-04, compared against the prior scored session 2026-09-03.

ONTO0 AIQ

No factor moved materially.

No new signals fired.

QQQ+1 AIQ

Largest factor move: Momentum +3

No new signals fired.

QQQ's lead widened by 1 AIQ points in the latest snapshot.

Deeper signal detail for each name lives on its own signals page — ONTO and QQQ both carry a full feed there.

Which one fits your objective

The same two names rank differently depending on what you are optimizing for. All six reads are shown at once — none of them is hidden behind a toggle.

Balanced

QQQ

QQQ on the overall AIQ Score, which weights Quality and Value at 30% each.

Growth

Even

Growth figures are not covered for both names.

Value

Even

The two are level on Value.

Momentum

QQQ

QQQ on the Momentum factor, by 39 points.

Lower downside

QQQ

QQQ on Risk Resilience, by 35 points.

Analyst upside

Even

Analyst targets are level or not covered for both names.

AIQ vs Wall Street

Where the systematic read and the analyst consensus line up — and where they do not.

MeasureONTOQQQNote
Implied upside to target+38.8%Level
Target dispersion+36.3%Lower is tighter analyst agreement
ConsensusBuyContext, not a primary driver
Analysts covering9Higher coverage generally improves confidence

Analyst targets are expectations, not predictions. Dispersion matters as much as the midpoint.

AIQ Agreement Matrix

3 of 4 covered evidence groups favor QQQ. A wide gap backed by one group is a weaker case than a narrow gap backed by five.

Evidence groupFavorsReading
AIQ ScoreQQQ33 vs 59
FundamentalsNot coveredNot covered
ValuationEvenValue 28 vs 30
TechnicalsQQQPrice vs 50-day -8.8% vs 1.1%; vs 200-day 11.2% vs 9.3%
Risk ResilienceQQQRisk Resilience 40 vs 75
Analyst expectationsNot coveredNot covered

✓ agrees with the overall verdict · ✕ points the other way. Groups marked “not covered” lack data on one or both of ONTO and QQQ and are excluded from the count.

AIQ Decision Stability

Competitive

The two are close enough that your objective, not the score, should decide.

  • The AIQ gap is wide at 26 points. (supports the conclusion holding)
  • The leader's advantage has been widening. (supports the conclusion holding)
  • The leader is throwing conflicting signals. (argues the conclusion is provisional)

Stability combines the score gap, how broadly the evidence agrees, how steady the lead has been across daily snapshots, the current signal state on both names, and analyst dispersion on QQQ.

How the comparison changed

120 daily snapshots · Apr 23 Sep 4

QQQ lead: Strengthening — the AIQ differential moved from 17 to 26 points over 30 sessions.

Apr 23ONTO leads above the line · QQQ leads belowSep 4
Today
QQQ +26
33 vs 59
7 sessions ago
QQQ +23
36 vs 59
30 sessions ago
QQQ +17
50 vs 67
90 sessions ago
QQQ +8
50 vs 58

The lead has not changed hands in this window.

AIQ Signal Divergence

Only the signals that bear on the head-to-head. A conflicted name is carrying bullish and bearish rules at the same time — the technical evidence is not pointing one way.

ONTOConflicted

2 bullish / 1 bearish / 1 neutral, conflicted

  • Golden Cross Active bullish, trend, long horizon (21.96%)
  • RSI Oversold - Potential Bounce bullish, momentum, short horizon
  • ATR Expansion - Breakout Mode neutral, volatility, short horizon (7.10%)
QQQConflicted

3 bullish / 1 bearish / 1 neutral, conflicted

  • Golden Cross Active bullish, trend, long horizon (8.12%)
  • EMA Ribbon Expansion Bullish bullish, trend, medium horizon
  • Uptrend Structure Active bullish, trend, long horizon

QQQ leads the comparison while carrying a conflicted signal state, which is one reason the stability rating is not higher.

Price vs model alignment

Whether the latest session's price move confirms what the model did over the same session, or contradicts it.

ONTONo material change

Neither the price nor the AIQ Score moved enough in the latest session to confirm or contradict the other (price +6.16%, AIQ 0 points).

QQQConfirmed strength

Price and the AIQ Score both moved up over the latest session (price +0.18%, AIQ +1 points).

What would flip this result

A state, not a forecast. These are the specific, observable changes that would reverse the verdict — not a price prediction.

  1. 1ONTO closes the Momentum gap — currently 39 points behind, the largest single contributor to QQQ's edge.
  2. 2ONTO's ATR Expansion - Breakout Mode turns directional — it is neutral today and would confirm a change in trend.
  3. 3QQQ's conflicting signal state resolves bearish — it currently carries 3 bullish and 1 bearish rules at once.
  4. 4A regime shift changes factor weighting — the composite weights Quality and Value at 30% each, so a rotation toward either would move the result most.

The full evidence

Every number behind the verdict. The leader is called above each group so you are not left to solve it from the table.

Fundamentals

Split
MetricONTOQQQ
Revenue growth (YoY)17.5%
EPS growth (YoY)79.4%
Gross margin50.4%
Operating margin12.5%
Return on equity (TTM)6.5%
Debt to equity0.77

Performance

ONTO leads 4 of 6 windows
MetricONTOQQQ
1 week (5 sessions)-1%0.4%
1 month (20 sessions)-13.1%-0.6%
3 months (63 sessions)5.8%2%
6 months (126 sessions)49.1%19.9%
Year to date69.8%17%
1 year (252 sessions)161.1%26.1%

Technicals

QQQ has the stronger structure
MetricONTOQQQ
RSI (14)21.142.1
ADX (14)14.810.9
Price vs 50-day-8.8%1.1%
Price vs 200-day11.2%9.3%
Volatility (1M, annualized)77.6%12.9%

Risk

QQQ is the more resilient
MetricONTOQQQ
Beta3.141.43
Sharpe ratio1.671.04
Sortino ratio2.71.55
Max drawdown-42.3%-12.2%
Current drawdown-29.2%-3.6%
Annualized volatility70.9%19.7%
Value at risk (95%)-7.2%-1.9%

Straight answers

Each answer is regenerated from the current snapshot, not written once and left to age.

Which is better, ONTO or QQQ?

On the Algovestiq AIQ Score, QQQ is the stronger of the two as of Sep 5, 2026, scoring 59 against ONTO's 33. The edge comes from momentum and quality. This is a systematic score, not a recommendation: it ranks the two on the same evidence, it does not know your holding period or tax position.

Is ONTO or QQQ the better buy right now?

QQQ carries the stronger systematic profile as of Sep 5, 2026, and the comparison is rated Competitive — 3 of 4 covered evidence groups agree. A Competitive rating means the two are close enough that your objective, not the score, should decide.

Why does the AIQ Score favor QQQ over ONTO?

The composite weights Quality at 30%, Value at 30%, Momentum at 25% and Risk Resilience at 15%. QQQ leads Momentum by 39 points; QQQ leads Quality by 35 points; QQQ leads Risk Resilience by 35 points. Where the two split, the factor with the larger weight carries the result.

Which has more analyst upside, ONTO or QQQ?

Analyst price targets imply +38.8% upside for ONTO and not covered for QQQ. The model and the Street agree here, which is a broader base of evidence than either alone. Analyst targets are expectations, not predictions, and dispersion matters as much as the midpoint.

Which is better value, ONTO or QQQ?

Neither name separates on the peer-relative Value factor. The two are level on Value. The Value factor reads valuation relative to sector peers and to the company's own fundamental quality, so it is not the same as simply having the lower multiple.

Which has stronger growth, ONTO or QQQ?

Growth figures are not covered for both names. Growth here is measured on reported revenue and earnings, not on forward estimates — it describes what the businesses have delivered, not what the Street expects next.

Which has stronger momentum, ONTO or QQQ?

QQQ on the Momentum factor, by 39 points. Momentum carries 25% of the AIQ composite. It has documented persistence over three- to twelve-month horizons, which makes it a timing input rather than a reason to hold something indefinitely.

Which is riskier, ONTO or QQQ?

QQQ is the more resilient of the two, so the other name carries the higher downside risk. QQQ on Risk Resilience, by 35 points. The Risk Resilience factor weights 15% of the composite; position sizing usually responds to it more usefully than the buy/avoid decision does.

Is ONTO more profitable than QQQ?

Margin data is not comparable for both names in the current snapshot.

Is QQQ's lead over ONTO getting stronger or weaker?

QQQ lead: Strengthening — the AIQ differential moved from 17 to 26 points over 30 sessions. This is measured from 120 daily comparison snapshots between 2026-04-23 and 2026-09-04. The lead has not changed hands in that window.

What would change the ONTO vs QQQ verdict?

The result is a state, not a forecast, so it changes when the underlying evidence changes. Concretely: ONTO closes the Momentum gap — currently 39 points behind, the largest single contributor to QQQ's edge; ONTO's ATR Expansion - Breakout Mode turns directional — it is neutral today and would confirm a change in trend; QQQ's conflicting signal state resolves bearish — it currently carries 3 bullish and 1 bearish rules at once; a regime shift changes factor weighting — the composite weights Quality and Value at 30% each, so a rotation toward either would move the result most.

What do the current signals say about ONTO and QQQ?

ONTO: 2 bullish / 1 bearish / 1 neutral, conflicted. QQQ: 3 bullish / 1 bearish / 1 neutral, conflicted. A conflicted state means bullish and bearish rules are active on the same name at once — the technical evidence is not pointing one way, and a decision taken on it carries more timing risk. The most decision-relevant rule on ONTO is Golden Cross Active (bullish, long horizon). On QQQ it is Golden Cross Active (bullish, long horizon).

How this comparison is scored

The Algovestiq AIQ Score composites four factors — Quality (30%), Value (30%), Momentum (25%) and Risk (15%). Sentiment is reported separately as SentimentPulse and is not folded into the composite. Scores refresh every trading day, and this page regenerates from the latest snapshot rather than being written once.

The verdict names a leader, states how broadly six independent evidence groups agree, and rates how durable that conclusion is given the score gap, its recent trajectory and the current signal state on both names.

How to use side-by-side comparison →

This comparison is informational and educational, not investment advice. AIQ scores update daily; re-check after earnings, guidance or macro data that materially changes either name’s factor profile.