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Model output · Signal date 2026-10-16

Qumulusai, Inc. (QMLS) Stock Forecast Oct. 16, 2026

Analysis updated on Oct. 16, 2026 (UTC) · Alpha · vs marketSwitch to Total · Nasdaq

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Rating · 90D ▼ Bearish Exact rating locked
90-day forecast Sign up free to reveal
30-day forecast Alpha
Rank in coverage Bottom 35% of 5171 stocks scored
Rank correlation · 90D n/a No per-ticker sample yet
Market Cap $127M small-cap · #51 of 60 peers
Summary

Qumulusai, Inc. (QMLS) stock forecast summary

Our AI ranks Qumulusai, Inc. outside the neutral middle of its coverage (a directional signal). Create a free account and follow it to see the exact price target.

Qumulusai, Inc. is a small-cap company with a market capitalization of $127M. It ranks number 51 by market capitalization among the 60 Services-Computer Processing & Data Preparation issuers in our coverage with a current forecast.

A per-ticker accuracy statistic for QMLS is published only once its sample size is known. Across our coverage, the out-of-sample test on 4495 stocks from 2025-01-06 to 2026-07-07 produced a positive net return in 82.5% of rebalance periods (factor-neutral book, net of estimated costs). Full backtest report

Expected return relative to the market over the horizon: a positive alpha means the model expects the stock to beat the market, whatever the market does. Ratings: strong buy ≥ +1.8%, buy ≥ +0.2%, sell < -0.9%, strong sell < -1.2% (top 15%, next 20%, middle 30%, next 20%, bottom 15% of the 2026-10-16 signals)

A free account shows the exact forecast, rating and rank of 3 tickers you follow, QMLS included.

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Price

QMLS price chart and AI forecast

QMLS
Cross-section · 2026-10-16

How QMLS ranks among 5171 stocks

90D Alpha forecasts of every company scored, cut into five relative ratings at the 15th, 35th, 65th and 85th percentiles (dashed lines).

Fundamentals · 2026-06-30

Qumulusai, Inc. (QMLS) fundamentals

Trailing twelve months. The industry median and the rank (1 = highest) are taken over the Services-Computer Processing & Data Preparation peers listed below that report each metric.

Valuation & Market

MetricQMLSIndustry medianRank
Market Cap $127M $878M 51/60

Financial Health

MetricQMLSIndustry medianRank
Current Ratio 0.80x 1.70x 46/51
Interest Coverage -3.4x 1.1x 31/44
Working Capital -$13M $88M 42/51

Dividend & Shareholder Information

MetricQMLSIndustry medianRank
Shares Outstanding 33M – –

Balance Sheet Highlights (USD millions)

Total Current Assets$53M24.7% of assets
Cash & Short-term Investments$40M18.6% of assets
Accounts Receivable$11M5.1% of assets
Total Liabilities$216M
Short-term Debt$59M27.4% of assets
Quarterly Financial Reports

QMLS quarterly financials and insider trading

Industry Peers · Services-Computer Processing & Data Preparation

Qumulusai, Inc. (QMLS) industry peers

Companies classified under the same SEC industry code as Qumulusai, Inc. (Services-Computer Processing & Data Preparation): 60 common-stock issuers with a forecast this week, one row per issuer, largest first. This is a classification match, not a curated list of competitors.

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Company 90-Day AI Forecast (Alpha) Market Cap P/E Ratio P/B Ratio
QMLS Qumulusai, Inc. ▼ $127M – –
ADP Automatic Data Processing Inc ▼ $114.77B 26.4x 19.0x
WDAY Workday, Inc. ▲ $47.39B 45.5x 19.1x
RDDT Reddit, Inc. ▲ $29.97B 35.3x 9.1x
VRSK Verisk Analytics, Inc. ▼ $26.11B 28.6x –
TOST Toast, Inc. ▶ $18.62B 46.7x 9.1x
HNGE Hinge Health, Inc. ▲ $8.00B 17.0x 23.2x
RNG Ringcentral, Inc. ▲ $6.30B 95.5x 99.2x
BILI Bilibili Inc. ▼ $5.88B – 42.3x
PEGA Pegasystems Inc ▲ $5.68B 16.9x 10.1x
APLD Applied Digital Corp. ▶ $5.26B – 3.3x
QBTS D-Wave Quantum Inc. ▼ $4.35B – 4.0x
JOYY Joyy Inc. ▼ $4.21B – 93.1x
LIF Life360, Inc. ▲ $3.35B 23.5x 5.5x
FA First Advantage Corp ▶ $3.29B – 2.6x
LFTO Liftoff Mobile, Inc. ▼ $2.80B – –
CARG Cargurus, Inc. ▲ $2.70B 16.2x 10.2x
FIVN Five9, Inc. ▲ $2.41B 67.2x 3.1x
ATHM Autohome Inc. ▶ $2.40B 132.3x 5.8x
RAMP Liveramp Holdings, Inc. ▼ $2.28B 15.6x 1.7x
DXC Dxc Technology Co ▶ $2.18B 18.4x 0.8x
INFQ Infleqtion, Inc. ▼ $1.93B – 3.4x
EVTC Evertec, Inc. ▶ $1.86B 18.7x 2.9x
INOD Innodata Inc ▲ $1.82B 46.8x 11.4x
GLOB Globant S.A. ▲ $1.73B 3.0x –
HAWK Hawkeye 360, Inc. ▼ $1.22B – 1.5x
CLVT Clarivate Plc ▲ $1.17B – 0.2x
GDRX Goodrx Holdings, Inc. ▲ $1.15B 48.0x 1.8x
UPWK Upwork, Inc ▲ $1.05B 10.5x 1.7x
LZ Legalzoom.Com, Inc. ▶ $1.04B 55.1x 8.2x
SHAZ Sharonai Holdings Inc. ▼ $952M – –
PLTK Playtika Holding Corp. ▲ $805M – –
TASK Taskus, Inc. ▲ $754M 7.3x 2.5x
BRUN Boost Run Inc. ▼ $707M – –
YEXT Yext, Inc. ▶ $706M 41.9x 19.8x
DDI Doubledown Interactive Co., Ltd. ▼ $684M – –
NRDS Nerdwallet, Inc. ▲ $640M 16.7x 2.0x
IBEX Ibex Ltd ▲ $606M 14.6x 3.6x
SOPH Sophia Genetics Sa ▲ $573M – –
CARS Cars.Com Inc. ▲ $547M 22.2x 1.2x
OOMA Ooma Inc ▲ $544M 123.3x 5.5x
GRVY Gravity Co., Ltd. ▼ $464M – –
TRVG Trivago N.V. ▲ $284M – 1.1x
EGHT 8x8 Inc /De/ ▲ $280M 64.7x 1.9x
GLOO Gloo Holdings, Inc. ▲ $280M – –
MOVE Corvex, Inc. ▼ $265M – 0.5x
FCCN Spectral Capital Corp ▲ $251M – 4.4x
AIAI Aiai Holdings Corp ▼ $212M – 0.2x
FIRY Firy Inc. ▲ $192M – 2.3x
SSTK Shutterstock, Inc. ▲ $164M – 0.5x
TRAK Repositrak, Inc. ▶ $135M 15.5x 2.6x
TCX Tucows Inc /Pa/ ▲ $117M – –
BHIC Bioscience Health Innovations, Inc. ▶ $80M – 43.4x
DTCX Datacentrex, Inc. ▼ $57M – 0.8x
VERI Veritone, Inc. ▶ $56M – 1.5x
CAST Freecast, Inc. ▼ $55M – 24.4x
PHUN Phunware, Inc. ▶ $43M – 0.5x
SJ Scienjoy Holding Corp ▲ $40M 2.0x 57.6x
DGNX Diginex Ltd ▼ $34M – –
GMHS Gamehaus Holdings Inc. ▶ $32M – 1.0x

Where QMLS sits on the market map

Technology · Services-Computer Processing & Data Preparation
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News

Qumulusai, Inc. (QMLS) stock news

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FAQ

Qumulusai, Inc. (QMLS) stock forecast FAQ

What is the Qumulusai, Inc. (QMLS) stock forecast?

Our AI ranks Qumulusai, Inc. outside the neutral middle of its coverage (a directional signal). Create a free account and follow it to see the exact price target.

How accurate are Qumulusai, Inc. stock predictions?

A per-ticker accuracy statistic for QMLS is published only once its sample size is known. Across our coverage, the out-of-sample test on 4495 stocks from 2025-01-06 to 2026-07-07 produced a positive net return in 82.5% of rebalance periods (factor-neutral book, net of estimated costs). Full backtest report

How often are Qumulusai, Inc. forecasts updated?

Qumulusai, Inc. forecasts are refreshed on trading days as the daily model run completes. The forecast on this page was produced on Oct. 16, 2026.

Which companies are Qumulusai, Inc.'s industry peers?

60 issuers in our coverage, QMLS included, share the SEC industry code Services-Computer Processing & Data Preparation. The largest are: Automatic Data Processing Inc (ADP), Workday, Inc. (WDAY), Reddit, Inc. (RDDT), Verisk Analytics, Inc. (VRSK), Toast, Inc. (TOST), Hinge Health, Inc. (HNGE).

This analysis is generated automatically using our proprietary AI systems and should not be considered personalized investment advice. Past performance does not guarantee future results. Always conduct your own research and consider consulting a financial advisor before making investment decisions.