United States computer processing and data preparation industry landscape illustrating listed-company operations, infrastructure and market activity

Prism Finance USA · comparison snapshot

Computer Processing And Data Preparation Stocks in USA: Revenue Cohort 5

Name: Computer Processing And Data Preparation Stocks in USA: Revenue Cohort 5 comparison snapshot
Creator: Fliar BI Prism

A five-company computer processing and data preparation cohort selected by latest filing revenue, then compared across market path, filings, profitability, readiness, Prism attention and industry context.

Snapshot: 31 August 2026Not investment adviceRanked by Prism readiness

Readiness leaderApplied Digital · 61

Strongest available pathApplied Digital · +656.2%

Widest latest marginPark City Group · 30.9%

Companies compared5 · U.S.-listed

01 · Readiness ranking

Five companies, one comparable score

Companies are ordered by the Fliar BI Prism readiness score used by the Prism Finance USA source pack. The score is a research signal, not a recommendation.

Readiness #1APLD · Nasdaq

Applied Digital

A U.S.-listed issuer classified by the SEC in Computer Processing And Data Preparation

Founded 1984Branson, Missouri$7.22B market cap

View full Companies Radar profile

61Moderate

Snapshot price$25.41as of page date

Monthly-close return+656.2%since April 2022

FY2024 revenue$0.17BApplied Digital Corp.

Net margin-90.2%FY2024

P/E snapshot-101.6xone ratio, not a verdict

Prism attention39.3%share across these five

Filing track recordRevenue, USD billions

+1836.8%

FY2022–FY2024 · 3 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR 340.1%

52-week position33% through range

$13.16$50.73

News mentions2.3K

Community mentions0partial coverage

U.S.-scope patents23

Prism InsightsWhat sits behind the readiness signal
Observed risk 0/100higher means more observed risk

Earnings signal71/100
Management stability90/100
Market position62/100
Capital-event signal59/100
Innovation pulse12/100

Management signal

No leadership-churn flag in the model; 2 key-person events recorded in the latest 360-day window.

Market activity

Available history contains 3 M&A involvements, 1 asset-acquisition events and 46 contract events.

Innovation activity

Prism records 1 lifetime product-launch events, 0 in the latest 360 days, and 9 company announcements in that window.

Recent risk watch

No lawsuit or regulatory event is recorded in the latest 360-day window and no layoff event in the latest 180-day window. This is not legal clearance.

Prism model components and available company-event evidence; scores are research signals, not recommendations. Event totals describe available coverage and may not be exhaustive.

Readiness #2INOD · Nasdaq

Innodata

A U.S.-listed issuer classified by the SEC in Computer Processing And Data Preparation

Founded 1988WILMINGTON$1.94B market cap

View full Companies Radar profile

51Moderate

Snapshot price$56.42as of page date

Monthly-close return+492.0%five-year window

FY2025 revenue$0.25BINNODATA INC

Net margin12.8%FY2025

P/E snapshot43.7xone ratio, not a verdict

Prism attention10.9%share across these five

Filing track recordRevenue, USD billions

+47.6%

FY2024–FY2025 · 2 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR 47.6%

52-week position24% through range

$34.23$125.1

News mentions642

Community mentions238partial coverage

U.S.-scope patents15

Prism InsightsWhat sits behind the readiness signal
Observed risk 0/100higher means more observed risk

Earnings signal98/100
Management stability90/100
Market position20/100
Capital-event signal0/100
Innovation pulse10/100

Management signal

No leadership-churn flag in the model; 10 key-person events recorded in the latest 360-day window.

Market activity

Available history contains 12 M&A involvements, 0 asset-acquisition events and 1 contract events.

Innovation activity

Prism records 2 lifetime product-launch events, 0 in the latest 360 days, and 6 company announcements in that window.

Recent risk watch

No lawsuit or regulatory event is recorded in the latest 360-day window and no layoff event in the latest 180-day window. This is not legal clearance.

Prism model components and available company-event evidence; scores are research signals, not recommendations. Event totals describe available coverage and may not be exhaustive.

Readiness #3YEXT · NYSE

Yext

A U.S.-listed issuer classified by the SEC in Computer Processing And Data Preparation

Founded 2006WILMINGTON$678.7M market cap

View full Companies Radar profile

49Cautious

Snapshot price$6.77as of page date

Monthly-close return-43.7%five-year window

FY2026 revenue$0.45BYext, Inc.

Net margin8.5%FY2026

P/E snapshot84.6xone ratio, not a verdict

Prism attention16.6%share across these five

Filing track recordRevenue, USD billions

+14.3%

FY2022–FY2026 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR 3.4%

52-week position59% through range

$3.27$9.19

News mentions975

Community mentions2.7Kpartial coverage

U.S.-scope patents185

Prism InsightsWhat sits behind the readiness signal
Observed risk 0/100higher means more observed risk

Earnings signal64/100
Management stability90/100
Market position11/100
Capital-event signal65/100
Innovation pulse0/100

Management signal

No leadership-churn flag in the model; 1 key-person event recorded in the latest 360-day window.

Market activity

Available history contains 4 M&A involvements, 1 asset-acquisition events and 1 contract events.

Innovation activity

Prism records 16 lifetime product-launch events, 0 in the latest 360 days, and 0 company announcements in that window.

Recent risk watch

No lawsuit or regulatory event is recorded in the latest 360-day window and no layoff event in the latest 180-day window. This is not legal clearance.

Prism model components and available company-event evidence; scores are research signals, not recommendations. Event totals describe available coverage and may not be exhaustive.

Readiness #4OOMA · NYSE

Ooma

A U.S.-listed issuer classified by the SEC in Computer Processing And Data Preparation

Founded 2004Palo Alto$622.0M market cap

View full Companies Radar profile

38Cautious

Snapshot price$22.64as of page date

Monthly-close return+21.7%five-year window

FY2026 revenue$0.27BOOMA INC

Net margin2.4%FY2026

P/E snapshot58.1xone ratio, not a verdict

Prism attention20.9%share across these five

Filing track recordRevenue, USD billions

+42.3%

FY2022–FY2026 · 5 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR 9.2%

52-week position78% through range

$9.79$26.19

News mentions1.2K

Community mentions616partial coverage

U.S.-scope patents974

Prism InsightsWhat sits behind the readiness signal
Observed risk 0/100higher means more observed risk

Earnings signal58/100
Management stability90/100
Market position10/100
Capital-event signal10/100
Innovation pulse0/100

Management signal

No leadership-churn flag in the model; 0 key-person events recorded in the latest 360-day window.

Market activity

Available history contains 6 M&A involvements, 0 asset-acquisition events and 0 contract events.

Innovation activity

Prism records 0 lifetime product-launch events, 0 in the latest 360 days, and 0 company announcements in that window.

Recent risk watch

No lawsuit or regulatory event is recorded in the latest 360-day window and no layoff event in the latest 180-day window. This is not legal clearance.

Prism model components and available company-event evidence; scores are research signals, not recommendations. Event totals describe available coverage and may not be exhaustive.

Readiness #5TRAK · NYSE

Park City Group

A U.S.-listed issuer classified by the SEC in Computer Processing And Data Preparation

Founded 2012Murray, Utah$145.6M market cap

View full Companies Radar profile

34Cautious

Snapshot price$8.01as of page date

Monthly-close return+47.0%five-year window

FY2025 revenue$0.02BReposiTrak, Inc.

Net margin30.9%FY2025

P/E snapshot21.6xone ratio, not a verdict

Prism attention12.3%share across these five

Filing track recordRevenue, USD billions

+25.3%

FY2022–FY2025 · 4 filing periods · TOTAL REVENUE · Normalized revenue metric from the in-house filings extraction · CAGR 7.8%

52-week position10% through range

$6.94$18.05

News mentions720

Community mentions0partial coverage

U.S.-scope patents5

Prism InsightsWhat sits behind the readiness signal
Observed risk 0/100higher means more observed risk

Earnings signal64/100
Management stability70/100
Market position0/100
Capital-event signal5/100
Innovation pulse0/100

Management signal

No leadership-churn flag in the model; 0 key-person events recorded in the latest 360-day window.

Market activity

Available history contains 0 M&A involvements, 0 asset-acquisition events and 2 contract events.

Innovation activity

Prism records 2 lifetime product-launch events, 0 in the latest 360 days, and 0 company announcements in that window.

Recent risk watch

No lawsuit or regulatory event is recorded in the latest 360-day window and no layoff event in the latest 180-day window. This is not legal clearance.

Prism model components and available company-event evidence; scores are research signals, not recommendations. Event totals describe available coverage and may not be exhaustive.

02 · Side-by-side

The comparisons that change the picture

Every bar preserves its own meaning. Price return, revenue scale, profitability and attention are deliberately not blended into one recommendation.

Available monthly-close return

Dated window printed on each company card; not a forecast.

Applied Digital

+656.2%

Innodata

+492.0%

Park City Group

+47.0%

Ooma

+21.7%

Yext

-43.7%

Latest revenue

USD billions, official filing scope shown on each company card.

Yext

$0.45B

Ooma

$0.27B

Innodata

$0.25B

Applied Digital

$0.17B

Park City Group

$0.02B

Latest profit margin

Company-card labels distinguish continuing-operations and net-income scope.

Park City Group

30.9%

Innodata

12.8%

Yext

8.5%

Ooma

2.4%

Applied Digital

-90.2%

Prism news attention

Normalized share across these five names; attention is not quality.

Applied Digital

39.3%

Ooma

20.9%

Yext

16.6%

Park City Group

12.3%

Innodata

10.9%

03 · Prism readout

What the signals say—and what they do not

The headline share is normalized computer processing and data preparation news attention across these five names. Partial community coverage and U.S.-scope patent records are displayed separately and are not blended into it.

Scale + attention

Applied Digital leads the conversation

It holds 39.3% of measured computer processing and data preparation news attention and also carries the basket's largest revenue base at $0.17B.

Price path

Applied Digital leads the available price paths

Its monthly-close return is +656.2% for the since April 2022. At the other end, Yext is -43.7% for its five-year window. Windows printed on each card must be compared carefully; price history is not a forecast.

Profitability

Park City Group has the widest latest margin

Its FY2025 net margin is 30.9%. Its revenue history in this snapshot spans only the periods printed on its card, so longer histories are not treated as equivalent.

Price vs operating signals

Applied Digital shows why one ratio is not a verdict

It has the basket's lowest snapshot P/E at -101.6x while its since April 2022 price return is +656.2%. Valuation, price path and readiness answer different questions.

04 · Research areas

Deeper Prism readout where coverage is dense

Shown only for companies with more than 800 available Prism news records. Counts describe the available research corpus, not company quality.

Areas of research · APLD

Applied Digital

2,307available Prism news records

Prism top themes

Price action & investor response

451

Earnings & financial performance

177

Macro demand & rates

Capital allocation & transactions

Leadership & governance

Mapped subcategory tag occurrences; one article may contribute more than one tag. Since 2024-01-01.

News-volume growth

+127.7%1,289 latest 12m vs 566 prior 12m

Machine-classified coverage tone

79.1% positive-5.7 pp vs preceding four quarters

24Q4

25Q1

25Q2

25Q3

25Q4

26Q1

26Q2

26Q3

Tone of available coverage, not business performance or an investment outlook.

Frequent keywords

stock performance 147stock price 55stock surge 49share price 49market rally 38stock indices 36market timing 34market correction 33

Keyword tag occurrences in available Prism news records.

Coverage: 2012-08-20–2026-07-13 · trend and themes shown through 2026-07

Areas of research · YEXT

Yext

975available Prism news records

Prism top themes

Price action & investor response

Earnings & financial performance

Leadership & governance

Capital allocation & transactions

Macro demand & rates

Mapped subcategory tag occurrences; one article may contribute more than one tag. Since 2024-01-01.

News-volume growth

-28.3%86 latest 12m vs 120 prior 12m

Machine-classified coverage tone

92.3% positive-5.0 pp vs preceding four quarters

24Q3

24Q4

25Q1

25Q2

25Q3

25Q4

26Q1

26Q2

Tone of available coverage, not business performance or an investment outlook.

Frequent keywords

stock price 14stock performance 12share price 7earnings report 6earnings surprises 6earnings per share 5earnings guidance 5new executive 4

Keyword tag occurrences in available Prism news records.

Coverage: 2011-04-09–2026-06-03 · trend and themes shown through 2026-06

Areas of research · OOMA

Ooma

1,225available Prism news records

Prism top themes

Earnings & financial performance

Price action & investor response

Capital allocation & transactions

Macro demand & rates

Leadership & governance

Mapped subcategory tag occurrences; one article may contribute more than one tag. Since 2024-01-01.

News-volume growth

+36.9%178 latest 12m vs 130 prior 12m

Machine-classified coverage tone

92.0% positive-3.2 pp vs preceding four quarters

24Q3

24Q4

25Q1

25Q2

25Q3

25Q4

26Q1

26Q2

Tone of available coverage, not business performance or an investment outlook.

Frequent keywords

earnings report 17stock performance 16business communication hubs 13enterprise messaging platforms 13quarterly results 11annual earnings 10earnings guidance 8earnings surprises 8

Keyword tag occurrences in available Prism news records.

Coverage: 2010-01-06–2026-06-03 · trend and themes shown through 2026-06

05 · Community discussion

Common topics where conversation clears the gate

Shown only above 25 entity-matched mentions. Coverage is partial and topic counts exclude identified namesake noise.

INOD

Innodata

238 mentions

Workplace and hiring

120

Stock and valuation

Products, pricing and logistics

Partial entity-matched community coverage; namesake noise is excluded before topic aggregation. 238 records remained after filtering.

YEXT

Yext

2,684 mentions

Products, pricing and logistics

1,414

Stock and valuation

529

Workplace and hiring

219

Other company context

Partial entity-matched community coverage; namesake noise is excluded before topic aggregation. 2,684 records remained after filtering.

OOMA

Ooma

616 mentions

Products, pricing and logistics

469

Stock and valuation

Workplace and hiring

Partial entity-matched community coverage; namesake noise is excluded before topic aggregation. 616 records remained after filtering.

06 · Company event log

Common news types and recent highlights

Event patterns and selected recent headlines come from available Prism company-event records since 2023. Obvious forecast, holdings, duplicate and retrospective noise is filtered.

APLD

Applied Digital

through 2026-04-23

Earnings releases 55Business contracts 43Company announcements 15Leadership changes 14Lawsuits 8

2026-04-23
Business contracts
Separately, Applied Digital plans to secure up to $300 million in a senior secured bridge facility to fund development of the 150 MW Building 3 data center at its Polaris Forge 1 campus.
2026-04-13
Earnings releases
Revenue reached $126.6 million for the quarter ended Feb. 28, up sharply from $52.9 million a year earlier, driven largely by the first full quarter of operations at its Polaris Forge 1 campus hosting CoreWeave's AI workloads.
2026-03-09
Company announcements
A major catalyst for renewed optimism came on February 26, 2026, when Applied Digital entered into a guarantee agreement supporting a large‑scale power infrastructure project.

Prism company-event records; exact duplicates and evident forecast, holdings and retrospective noise are excluded.

INOD

Innodata

through 2026-04-15

Earnings releases 24Lawsuits 16Company announcements 8M&A 8Leadership changes 6

2026-04-15
Company announcements
INNODATA INC. (Nasdaq:INOD) today announced that it will report First Quarter 2026 results after the market closes on Thursday, May 7, 2026.
2026-02-05
Earnings releases
Innodata Inc. (Nasdaq: INOD) has announced the release of its fourth quarter and fiscal year 2025 financial results.
2026-01-20
Business contracts
INNODATA INC. (Nasdaq:INOD) today announced that it was awarded a contract for the Missile Defense Agency Scalable Homeland Innovative Enterprise Layered Defense (SHIELD) indefinite-delivery/indefinite-quantity (IDIQ) contract.

Prism company-event records; exact duplicates and evident forecast, holdings and retrospective noise are excluded.

YEXT

Yext

through 2025-10-24

Earnings releases 10Leadership changes 4M&A 3

2025-10-24
Leadership changes
Yext, a brand visibility platform, has appointed Wendi Sturgis to the role of Senior Vice President International, responsible for the company’s strategy and growth outside North America, with a strong focus on EMEA.
2024-12-06
Earnings releases
Yext (NYSE:YEXT) will release its quarterly earnings report on Monday, 2024-12-09. Analysts anticipate Yext to report an earnings per share (EPS) of $0.12. The company's EPS beat by $0.02 in the last quarter, leading to a 13.01% increase in the share price on the following day.
2024-08-02
M&A
Yext, a digital presence platform for multi-location brands, has completed its acquisition of Hearsay Systems, which focuses on digital client engagement for financial services.

Prism company-event records; exact duplicates and evident forecast, holdings and retrospective noise are excluded.

OOMA

Ooma

through 2025-12-09

Earnings releases 3M&A 2

2025-12-09
Earnings releases
Ooma reported Q3 EPS of $0.27, beating estimates by 22.7% and marking its fourth consecutive earnings beat.
2025-11-24
M&A
Ooma has moved decisively to strengthen its competitive position in cloud communications with a definitive agreement to acquire Phone.com in a $23.2 million cash transaction.
2025-08-26
Earnings releases
Ooma (OOMA) reported $66.36 million in revenue for the quarter ended July 2025, representing a year-over-year increase of 3.5%. EPS of $0.23 for the same period compares to $0.15 a year ago.

Prism company-event records; exact duplicates and evident forecast, holdings and retrospective noise are excluded.

TRAK

Park City Group

through 2023-05-15

Earnings releases 3

2023-05-15
Earnings releases
Total revenue was up 6% to $4.82 million as compared to $4.56 million in the prior-year third quarter.
2023-05-15
Earnings releases
Total revenue was $14.30 million, up 6% as compared to $13.47 million in the prior-year period.
2023-02-14
Earnings releases
Second quarter total revenue increased 9% to $4.75 million from $4.35 million.

Prism company-event records; exact duplicates and evident forecast, holdings and retrospective noise are excluded.

07 · Industry landscape

Computer Processing And Data Preparation Industry in USA

A bottom-of-page sector lens combining Prism's exact U.S. market-growth extraction with tightly matched U.S.-primary computer processing and data preparation news. It adds context to the stock basket without turning industry signals into a recommendation.

Prism market forecast extraction

data preparation tools market

6 sources80.0% extraction confidence

2021 extracted base$6.01B–$8.60B

2027 extracted forecast$8.60B

Implied source CAGR17.0%

increasing significance of effective data managementproduction costsaccessibility of essential raw materials

Multi-source card returned by Prism's /special_extraction market-growth service. Extracted geography mix: Global. This is a dated market benchmark, not a forecast for the five-stock basket.

Prism news insights

U.S. Computer Processing And Data Preparation news pulse

253,353available Prism news records

Latest 12m volume+1.0%108793 vs 107707 records

Positive classified tone62.1%+4.9 pp vs prior four quarters

24Q4

25Q1

25Q2

25Q3

25Q4

26Q1

26Q2

26Q3

Available U.S.-primary Prism records matching computer, data, preparation, processing, tool. Metadata counts can overlap; coverage volume and tone are not measures of industry output.

Recurring Prism themes

aviation crash investigations and black box data

19,672

severe weather warnings

6,631

snowstorm and blizzard alerts

6,296

winter weather preparedness

6,153

natural language processing models

5,435

government cybersecurity and data governance

5,255

Metadata occurrences; one record can contribute more than one theme.

Frequent industry keywords

aircraft wreckage 6,815ice storm preparation 6,522severe weather warning 6,205extreme weather advisory 5,802snowstorm advisory 5,719cold weather readiness 5,063heavy snow warning 5,026rain gauge data 5,009

Counts cover the matched industry corpus, not the broader company-news totals above.

Curated signal map

Opportunity and caution, side by side

Evidence prompts—not probabilities.

Opportunity · market driver

increasing significance of effective data management

6 forecast sources

A recurring driver in the extracted market evidence provides a measurable research thread for the sector.

Prism /special_extraction market-growth card

Opportunity · demand

aviation crash investigations and black box data

19,672 matched theme records

The largest current Prism news theme shows where sector attention and reported activity are concentrating.

Prism U.S. news metadata

Opportunity · innovation

Innovation and product activity

41,252 matched news records

Technology, product and R&D metadata provide an auditable view of the sector's innovation conversation.

Unique news records matching the curated innovation rule

Caution · market restraint

high cost of implementation

18,203 macro/risk records

The extracted restraint and the measured macro-news pulse belong in the downside research frame.

Prism market-growth restraint plus U.S. news metadata

Caution · news pulse

Coverage growth can reverse

+1.0% news volume

The latest 12 months contain 108,793 matched records versus 107,707 in the previous window.

Available Prism coverage through 2026-05-05

Caution · sentiment

Classified tone is not demand

62.1% positive · +4.9pp

Machine-classified news tone is useful context, but it is not revenue, output or a return forecast.

Eight-quarter Prism sentiment series

Opportunity and caution cards are curated research prompts grounded in the counts shown; they are not probabilities, recommendations or forecasts. News coverage runs 2024-01-01–2026-05-05; the latest quarter may be partial.

Explore the broader U.S. industrial landscape →

08 · Scope and sources

How to read this snapshot

Basket and ranking

Five U.S.-listed issuers classified under SEC SIC 7374 (Computer Processing And Data Preparation), selected as the first five names that pass all live publication gates from the latest filing revenue candidate pool ranked 21–28. Every candidate has complete cached readiness evidence. This is a research cohort, not a recommendation.

Companies are ordered by the Fliar BI Prism readiness score used by the Prism Finance USA source pack. The score is a research signal, not a recommendation.

Evidence used

Official annual filingsFY revenue history and latest profitability
U.S. exchange market snapshotDated price, 52-week range, P/E, market capitalisation and monthly-close return
Fliar BI PrismReadiness, company and industry news, community context and U.S.-scope patent records
Prism market-growth extractionDated third-party Computer Processing And Data Preparation Industry in USA market benchmark with source-count, geography and confidence context

Important: Research and educational information only. Not investment advice, a recommendation, or a live-price service. Market figures are dated as of 31 August 2026.

09 · Final derived analysis

Conclusions, comparisons, anomalies, explanations and decisions

A final evidence-linked synthesis of the metrics already displayed above. Every named company opens its actual Companies Radar profile.

Conclusions

Applied Digital leads the readiness ranking

Its Prism readiness score is 61/100, the highest in this five-company comparison.

Open Applied Digital in Companies Radar

Scale and margin leadership sit with Yext and Park City Group

Yext has the largest displayed latest revenue at $0.45B; Park City Group has the widest displayed latest margin at 30.9%.

Open Yext in Companies Radar Open Park City Group in Companies Radar

Comparisons

Strongest versus weakest available price path

Applied Digital is +656.2% for its since April 2022; Yext is -43.7% for its five-year window.

Open Applied Digital in Companies Radar Open Yext in Companies Radar

Largest versus smallest displayed revenue base

The latest displayed revenue ranges from $0.45B for Yext to $0.02B for Park City Group. Entity and filing-period labels remain visible on the company cards.

Open Yext in Companies Radar Open Park City Group in Companies Radar

Anomalies

Innodata has the widest attention-readiness rank gap

It ranks #5 by measured news attention (10.9%) and #2 by Prism readiness. The gap is a review flag, not evidence that either measure is wrong.

Open Innodata in Companies Radar

Yext shows a price-operating divergence to inspect

Its displayed filing-revenue change is +14.3% while its available monthly-close return is -43.7%. The signs differ, but the two measures cover different windows and do not establish causality.

Open Yext in Companies Radar

Explanations

Attention measures coverage volume, not quality

Applied Digital's 39.3% share says it appears most often in the matched Prism corpus. It does not score whether that coverage is favourable or whether the company is investable.

Open Applied Digital in Companies Radar

Different windows explain why signals can disagree

Revenue comes from the printed filing periods, price paths use the dated monthly-close windows, and Prism signals use their stated event windows. No causal attribution is made across them.

Research decisions

Verify the readiness leader in Companies Radar

Open Applied Digital's company profile and inspect the underlying management, market-activity, innovation and risk evidence before relying on the 61/100 score.

Open Applied Digital in Companies Radar

Stress-test the largest divergence before forming a view

Compare Yext's profile with Applied Digital's profile, then reconcile the displayed filing and price windows. This is a next-research action, not a buy or sell decision.

Open Yext in Companies Radar Open Applied Digital in Companies Radar

Method boundary: These are deterministic comparisons of the displayed snapshot fields. They flag relationships for further research, do not establish causality and are not investment recommendations.