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Model output · Signal date 2026-11-06

Qumulusai, Inc. (QMLS) Stock Forecast Nov. 6, 2026

Analysis updated on Nov. 6, 2026 (UTC) · Alpha · vs marketSwitch to Total · Nasdaq

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Rating · 90D Unlock rating and forecasts
90-day forecast Sign up free to reveal
30-day forecast Alpha
Rank in coverage of 5150 stocks scored
Rank correlation · 90D n/a No per-ticker sample yet
Market Cap $90M small-cap · #51 of 60 peers
Summary

Qumulusai, Inc. (QMLS) stock forecast summary

Our AI scores Qumulusai, Inc. every trading day against every stock it covers. Create a free account and follow it to see its rating and price target.

Qumulusai, Inc. is a small-cap company with a market capitalization of $90M. 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 4629 stocks from 2025-01-06 to 2026-08-04 produced a positive net return in 92.9% 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 ≥ +3.1%, buy ≥ +1.5%, sell < -0.5%, strong sell < -1.8% (top 15%, next 20%, middle 30%, next 20%, bottom 15% of the 2026-11-06 signals)

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

Price

QMLS price chart and AI forecast

QMLS
Cross-section · 2026-11-06

How QMLS ranks among 5150 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 $90M $857M 51/60

Financial Health

MetricQMLSIndustry medianRank
Current Ratio 0.80x 1.80x 47/51
Interest Coverage -3.4x 1.6x 31/44
Working Capital -$13M $100M 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.

Reveal all forecasts · See exact % predictions for all competitors

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Company 90-Day AI Forecast (Alpha) Market Cap P/E Ratio P/B Ratio
QMLS Qumulusai, Inc. $90M – –
ADP Automatic Data Processing Inc $119.75B 26.9x 23.5x
WDAY Workday, Inc. $49.94B 46.3x 20.1x
VRSK Verisk Analytics, Inc. $29.48B 32.1x –
TOST Toast, Inc. $20.32B 51.0x 8.9x
RDDT Reddit, Inc. $18.30B 17.4x 5.1x
HNGE Hinge Health, Inc. $9.34B 19.8x 27.1x
BILI Bilibili Inc. $6.12B – 44.0x
RNG Ringcentral, Inc. $6.09B 10.6x 95.8x
PEGA Pegasystems Inc $5.30B 16.5x 9.7x
APLD Applied Digital Corp. $4.70B – 2.9x
JOYY Joyy Inc. $4.12B – 91.2x
FA First Advantage Corp $4.04B – 3.1x
QBTS D-Wave Quantum Inc. $3.94B – 3.6x
LIF Life360, Inc. $3.86B 27.1x 6.3x
LFTO Liftoff Mobile, Inc. $3.07B – –
CARG Cargurus, Inc. $3.01B 20.0x 9.9x
ATHM Autohome Inc. $2.38B 150.2x 5.8x
RAMP Liveramp Holdings, Inc. $2.34B 16.0x 1.8x
DXC Dxc Technology Co $2.31B 297.2x 0.8x
FIVN Five9, Inc. $2.10B 65.4x 2.5x
GLOB Globant S.A. $2.08B 3.6x –
EVTC Evertec, Inc. $2.00B 21.5x 3.1x
INFQ Infleqtion, Inc. $2.00B – 3.5x
CLVT Clarivate Plc $1.55B – 0.3x
HAWK Hawkeye 360, Inc. $1.45B – 1.8x
INOD Innodata Inc $1.27B 38.2x 7.2x
UPWK Upwork, Inc $1.25B 11.4x 1.9x
GDRX Goodrx Holdings, Inc. $1.20B 50.1x 1.9x
LZ Legalzoom.Com, Inc. $1.02B 54.1x 7.6x
PLTK Playtika Holding Corp. $881M – –
TASK Taskus, Inc. $833M 8.7x 2.6x
SHAZ Sharonai Holdings Inc. $781M – 0.7x
YEXT Yext, Inc. $757M 45.0x 21.2x
CARS Cars.Com Inc. $715M 26.7x 1.6x
DDI Doubledown Interactive Co., Ltd. $673M – –
IBEX Ibex Ltd $658M 15.0x 3.6x
SOPH Sophia Genetics Sa $569M – –
NRDS Nerdwallet, Inc. $504M 14.9x 1.5x
OOMA Ooma Inc $497M 112.5x 5.1x
BRUN Boost Run Inc. $484M – –
GRVY Gravity Co., Ltd. $467M – –
EGHT 8x8 Inc /De/ $308M 106.5x 2.0x
TRVG Trivago N.V. $265M – 1.1x
GLOO Gloo Holdings, Inc. $249M – –
FIRY Firy Inc. $179M – 2.1x
MOVE Corvex, Inc. $166M – 0.3x
FCCN Spectral Capital Corp $158M – 2.8x
TCX Tucows Inc /Pa/ $133M – –
TRAK Repositrak, Inc. $126M 14.4x 2.4x
SSTK Shutterstock, Inc. $110M – 0.6x
CAST Freecast, Inc. $68M – 30.0x
BHIC Bioscience Health Innovations, Inc. $65M – 35.2x
AIAI Aiai Holdings Corp $64M – 0.1x
VERI Veritone, Inc. $48M – 1.3x
DTCX Datacentrex, Inc. $40M – 0.5x
SJ Scienjoy Holding Corp $36M 1.8x 51.6x
PHUN Phunware, Inc. $35M – 0.4x
GMHS Gamehaus Holdings Inc. $34M – 1.1x
DGNX Diginex Ltd $34M – –

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 scores Qumulusai, Inc. every trading day against every stock it covers. Create a free account and follow it to see its rating and 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 4629 stocks from 2025-01-06 to 2026-08-04 produced a positive net return in 92.9% 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 Nov. 6, 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), Verisk Analytics, Inc. (VRSK), Toast, Inc. (TOST), Reddit, Inc. (RDDT), 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.