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Ness Digital Engineering

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uuid0006g58

Namestring
Ness Digital Engineering
Legal namestring
Ness Technologies, Inc.
Websiteurl
ness.com
Company typeenum
Private
Founded yearint
2000
Descriptiontext

Ness Digital Engineering (legal entity Ness Technologies, Inc.) is a global digital engineering services firm headquartered in Teaneck, New Jersey, operating as a private company and portfolio company of KKR since 2022. The company delivers cloud modernization, data and AI, intelligent engineering, Salesforce, integration and streaming, and Global Capability Center transformation services to enterprise clients across seven verticals: Financial Services, Manufacturing & Transportation, Media & Entertainment, Technology & ISVs, Retail, Private Equity, and Healthcare & Life Sciences. Revenue is generated through enterprise consulting engagements, typically structured as time-and-materials or outcome-based contracts, sold through direct field sales with a consulting-led co-creation approach. All revenue flows through direct enterprise channels; no self-serve or marketplace distribution is used. Reported enterprise customers include Porsche, Michelin Connected Fleet, Universal Music Group, Woolworths, Canadian Tire, a ~$90B-asset US regional bank, and a Fortune 500 gas turbine OEM, among others.

The company's core proprietary technology is ATONIS, an AI-powered full-lifecycle software development workbench that embeds intelligence across the entire SDLC, with a sub-component called ATONIS SemanticIntelligence for enterprise decision intelligence. A secondary platform, Matrix, provides engineering intelligence and delivery performance insights. Ness holds highest-tier partnerships with Snowflake (Elite), Databricks (Select, with Brickbuilder specializations), AWS (Premier Consulting Partner), Confluent (Elite), and Salesforce (146 verified projects, 118+ certified experts, 400+ certifications). The firm operates from delivery centers in the United States, India, Portugal, Mexico (Guadalajara), Colombia, and additional locations in Europe, the Middle East, and Southeast Asia. Leadership transitioned from Dr. Ranjit Tinaikar to Sudip Singh (former CEO of ITC Infotech, ex-Infosys SVP) in early 2026, alongside a dedicated CTO hire for ATONIS, signaling a renewed focus on scaling AI-driven services and Latin American expansion.

Short descriptiontext

Ness Digital Engineering is a global, KKR-owned digital engineering services firm delivering AI-augmented cloud, data, Salesforce, and software engineering services through its proprietary ATONIS platform to enterprise clients across financial services, manufacturing, retail, media, healthcare, and technology verticals.

Operating statusenum
Operating
Ownership categoryenum
Headcount rangeband
1,001–5,000
akta.pro rankint
HeadquartersTeaneck, United States
HQ citystring
Teaneck
HQ countrystring
United States
HQ regionstring
North America
Markets served

Serves global market

Offices6 records

Each record includes

City, Country, Type, Description, Source

Keyword5 values
digital engineering services, cloud modernization, data and AI, Salesforce implementation, intelligent engineering
Industry3 codes
1Platform Engineering & Internal Developer Platforms (IDP)
CodeBPAEAKACPrimaryYes
2AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs)
CodeHDAEANAJPrimaryNo
3Digital Experience Monitoring & Management (DEX/DEM, AIOps for EUC)
CodeBPAEAIAFPrimaryNo
NAICS code4 codes
  • Custom Computer Programming Services541511
  • Computer Systems Design Services541512
  • Computer Systems Design and Related Services54151
  • Other Computer Related Services541519
SIC code3 codes
  • Services-Computer Programming Services7371
  • Services-Computer Integrated Systems Design7373
  • Services-Computer Programming, Data Processing, Etc.7370
Product category
Digital Engineering Services
GTM motion1 record

Each record includes

Type, Description, Source

Revenue model1 record
1Digital Engineering Services
TypeProfessional Services
Description

Full-lifecycle digital services including cloud modernization, data & AI, intelligent engineering, Salesforce services, integration & streaming, and Global Capability Centers. Revenue is generated through professional services engagements with enterprise clients, typically billed on time-and-materials or outcome-based contracts. The company is a portfolio company of KKR.

ness.com
Marketing channels8 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels1 record

Each record includes

Title, Type, Scope, Target buyer, Description, Source

Cost components5 values
Personnel, Technology or R&D, Operations, Marketing or Sales, Infrastructure
GTM typeB2B
B2B
Offering typeServices
Services
Brand1 record
1ATONIS
Description

Ness's proprietary AI-powered software development platform and full-lifecycle AI workbench designed to transform how products are planned, built, and deployed. Includes ATONIS SemanticIntelligence for enterprise data decision intelligence.

ness.com
Core offering1 text field

Ness Digital Engineering is a global digital engineering services company that provides full-lifecycle software, cloud, data, and AI engineering services to enterprises across financial services, manufacturing, media, retail, technology, healthcare, and private equity. Its proprietary ATONIS platform is an AI-powered software development workbench that embeds intelligence across the planning, building, testing, and deployment stages of the software development lifecycle, complementing a suite of professional services including cloud modernization, data and AI, intelligent engineering, Salesforce implementation, integration and streaming, and Global Capability Center transformation.

Differentiator
Functional benefit
Problem solved
Quantifiable outcome1 of 8 values shown
  • 70% faster release cycles through GenAI-driven modernization
+7 more records
Product overview1 text field

Ness Digital Engineering is a global provider of intelligent data and software engineering services that operates as a platform-plus-services model. The core proprietary platform is ATONIS, an AI-powered full-lifecycle software development workbench that embeds intelligence across the entire Software Development Lifecycle. ATONIS includes sub-components such as ATONIS SemanticIntelligence for decision intelligence and autonomous action. Surrounding this platform, Ness offers professional services organized around Cloud Services, Data & AI, Intelligent Engineering, Innovation & Design, Salesforce Services, Integration & Streaming, and Global Capability Centers. The company is a portfolio company of KKR with 25+ years of expertise helping enterprises modernize, accelerate product development, and scale with precision across industries including Financial Services, Manufacturing, Media & Entertainment, Technology & ISVs, Retail, Private Equity, and Healthcare & Life Sciences.

Scale indicator11 records

Each record includes

Type, Value, Description, Source

Partnership7 partners
Strategic tierCoreTypeStrategic or Co-development PartnerAnnounced on2025-12-02
Description

AI-driven engineering partnership announced December 2025 to embed AI capabilities across Vendavo's product engineering lifecycle. Includes a dedicated Vendavo Intelligent Engineering Center powered by Ness's ATONIS AI platform, Innovation Studio for rapid prototyping, and Vendavo University for talent development. This is a significant strategic co-engineering relationship.

Strategic tierMinorTypeGTM or Marketing PartnerAnnounced on2025-10-01
Description

Strategic partnership announced October 2025 alongside the launch of Redpanda's Agentic Data Plane. Ness collaborates with Redpanda to enable enterprises to govern AI agents for enterprise data, combining Ness's engineering capabilities with Redpanda's streaming platform.

Strategic tierCoreTypeTechnology or Integration
Description

Snowflake Elite Partner for AI Data Cloud. Ness strengthens data offerings through strategic alliance with Snowflake, deepening capabilities in data modernization, governance, and monetization for enterprise clients seeking AI-ready data platforms.

Strategic tierCoreTypeTechnology or Integration
Description

Databricks Select Partner for Data + AI. Ness has achieved Databricks Brickbuilder Specializations covering AI, Data Warehouse Migrations, Security & Governance, and Lakeflow. Strategic alliance enhances Ness's data and AI capabilities for enterprise modernization.

Strategic tierCoreTypeTechnology or Integration
Description

AWS Premier Consulting Partner. Ness helps organizations accelerate cloud transformation using AWS, with competencies in AWS Migration Acceleration Program (MAP) and AWS Well-Architected Reviews (WAR), serving financial services, healthcare, retail, telecommunications, and manufacturing clients.

Strategic tierCoreTypeTechnology or Integration
Description

Driving Transformation with Microsoft Azure. Ness is part of the Google Cloud Partner Ecosystem and provides Azure-based cloud modernization services as part of its multi-cloud strategy.

Strategic tierCoreTypeTechnology or Integration
Description

Elite Partner in Data Streaming. Ness serves as Confluent's Exclusive Elite Partner for data streaming, winning Confluent's Regional SI of the Year AMER 2025 and Co-delivery Partner of the Year EMEA 2026.

Recent move7 records

Each record includes

Date, Type, Title, Description, Source

Expansion highlight7 records

Each record includes

Type, Description

Peers10 records
TypeDirect peer
Description

Global IT services and digital engineering firm with comparable practices in cloud, data, AI, and Salesforce; competes directly for enterprise digital transformation deals and shares the Indian delivery model.

TypeDirect peer
Description

Large-cap IT services peer competing for the same enterprise modernization, cloud, and data engineering engagements; comparable vertical mix across financial services, manufacturing, and healthcare.

TypeDirect peer
Description

Global IT services competitor with overlapping capabilities in cloud, data/AI, intelligent engineering, and Salesforce — direct rivalry for enterprise digital engineering RFPs.

TypeDirect peer
Description

Largest Indian IT services firm competing across all of Ness's verticals and service lines, including the AI-powered engineering practice category Ness is positioning in.

TypeDirect peer
Description

Mid-tier Indian IT services firm with similar digital engineering, cloud, and data practices; directly relevant as the prior employer of Ness's incoming CEO Sudip Singh.

TypeDirect peer
Description

Mid-scale digital engineering and modernization services peer with comparable size, vertical focus, and growing AI/data engineering practice; directly competes for similar enterprise deals.

TypeDirect peer
Description

Mid-tier IT services firm with comparable cloud, data, AI, and application modernization offerings targeting financial services and other enterprise verticals.

TypeDirect peer
Description

Digital transformation services firm combining engineering, AI, and design at similar scale; closely comparable in size, model, and emphasis on AI-augmented delivery.

TypeBroad incumbent
Description

Global IT services incumbent with broad capabilities across cloud, data/AI, and digital engineering; competes for the same large enterprise transformation programs but with much larger scale.

TypeBroad incumbent
Description

Largest global IT services firm; competes for enterprise modernization, cloud, and AI engagements and increasingly moves downmarket on engineering services.

Market position
Strengths5 records

Each record includes

Headline, Details, Source

Weaknesses5 records

Each record includes

Headline, Details, Source

Competitive moat5 records

Each record includes

Type, Details

Key risks6 records

Each record includes

Headline, Details, Source

Key highlights7 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers19 records

Each record includes

Name, Industry, Type, Use case, Source, UUID

Segment7 records

Each record includes

Title, Type, Primary, Description, Pain point addressed, Use case, Source

Ideal customer profile6 records

Each record includes

Profile, Firmographic size, Sales motion, Sales cycle length, Buying structure, Purchase trigger, Buyer persona, Geography, Industry vertical, Primary use case, Description, Pain points, Evidence proof points, Target buyer

API detail
Has APIbool
No

Docs URL, Description

Integration8 records

Each record includes

Title, Type, Description, Source

AI capability9 records

Each record includes

Type, Description, Source

AI maturity
App detail

Has app

Feature2 records

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Subsidiaries7 records

Each record includes

Name, Acquired on, Relationship type, Type, Business focus

No data
Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds

Each record includes

Round, Amount USD, Date, Pre money valuation, Total investors, Investors, News

Investors

Each record includes

Name, Type, Date of entry, Rounds participated, Website

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A10 records

Each record includes

Name, Acquisition type, Announced date, Completed date, Status, Website, News

Investment

Each record includes

Name, Round, Announced date, Lead investor, Website, News

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Ness Digital Engineering

Digital Engineering Servicesness.com

Ness Digital Engineering is a global, KKR-owned digital engineering services firm delivering AI-augmented cloud, data, Salesforce, and software engineering services through its proprietary ATONIS platform to enterprise clients across financial services, manufacturing, retail, media, healthcare, and technology verticals.

What Ness Digital Engineering does

Ness Digital Engineering (legal entity Ness Technologies, Inc.) is a global digital engineering services firm headquartered in Teaneck, New Jersey, operating as a private company and portfolio company of KKR since 2022. The company delivers cloud modernization, data and AI, intelligent engineering, Salesforce, integration and streaming, and Global Capability Center transformation services to enterprise clients across seven verticals: Financial Services, Manufacturing & Transportation, Media & Entertainment, Technology & ISVs, Retail, Private Equity, and Healthcare & Life Sciences. Revenue is generated through enterprise consulting engagements, typically structured as time-and-materials or outcome-based contracts, sold through direct field sales with a consulting-led co-creation approach. All revenue flows through direct enterprise channels; no self-serve or marketplace distribution is used. Reported enterprise customers include Porsche, Michelin Connected Fleet, Universal Music Group, Woolworths, Canadian Tire, a ~$90B-asset US regional bank, and a Fortune 500 gas turbine OEM, among others.

The company's core proprietary technology is ATONIS, an AI-powered full-lifecycle software development workbench that embeds intelligence across the entire SDLC, with a sub-component called ATONIS SemanticIntelligence for enterprise decision intelligence. A secondary platform, Matrix, provides engineering intelligence and delivery performance insights. Ness holds highest-tier partnerships with Snowflake (Elite), Databricks (Select, with Brickbuilder specializations), AWS (Premier Consulting Partner), Confluent (Elite), and Salesforce (146 verified projects, 118+ certified experts, 400+ certifications). The firm operates from delivery centers in the United States, India, Portugal, Mexico (Guadalajara), Colombia, and additional locations in Europe, the Middle East, and Southeast Asia. Leadership transitioned from Dr. Ranjit Tinaikar to Sudip Singh (former CEO of ITC Infotech, ex-Infosys SVP) in early 2026, alongside a dedicated CTO hire for ATONIS, signaling a renewed focus on scaling AI-driven services and Latin American expansion.

Ness Digital Engineering firmographics

Firmographics
Name
Ness Digital Engineering
Legal name
Ness Technologies, Inc.
Website
https://ness.com
Company type
Private
Founded year
2000
Operating status
Operating
Headcount range
1,001–5,000 employees
Short description
Ness Digital Engineering is a global, KKR-owned digital engineering services firm delivering AI-augmented cloud, data, Salesforce, and software engineering services through its proprietary ATONIS platform to enterprise clients across financial services, manufacturing, retail, media, healthcare, and technology verticals.
Ownership category
akta.pro rank

Ness Digital Engineering industry classification

Industry
Product category
Digital Engineering Services
NAICS
Custom Computer Programming Services (541511), Computer Systems Design Services (541512), Computer Systems Design and Related Services (54151), Other Computer Related Services (541519)
SIC
Services-Computer Programming Services (7371), Services-Computer Integrated Systems Design (7373), Services-Computer Programming, Data Processing, Etc. (7370)
akta.pro primary industry
Platform Engineering & Internal Developer Platforms (IDP) (BPAEAKAC)
akta.pro secondary industries
AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ), Digital Experience Monitoring & Management (DEX/DEM, AIOps for EUC) (BPAEAIAF)

Keywords

  • Digital engineering services
  • Cloud modernization
  • Data and AI
  • Salesforce implementation
  • Intelligent engineering

Where Ness Digital Engineering is headquartered

Location

Headquarters

HQ city
Teaneck
HQ country
United States
HQ region
North America

Offices6 records

Markets served

Ness Digital Engineering business model

Business model
GTM type
B2B
Offering type
Services
Cost components
Personnel, Technology or R&D, Operations, Marketing or Sales, Infrastructure

Revenue model

  1. Digital Engineering Services: Full-lifecycle digital services including cloud modernization, data & AI, intelligent engineering, Salesforce services, integration & streaming, and Global Capability Centers. Revenue is generated through professional services engagements with enterprise clients, typically billed on time-and-materials or outcome-based contracts. The company is a portfolio company of KKR.

Go-to-market motion1 record

Distribution channels1 record

Marketing channels8 records

Ness Digital Engineering product offering

Product offering

Core offering

Ness Digital Engineering is a global digital engineering services company that provides full-lifecycle software, cloud, data, and AI engineering services to enterprises across financial services, manufacturing, media, retail, technology, healthcare, and private equity. Its proprietary ATONIS platform is an AI-powered software development workbench that embeds intelligence across the planning, building, testing, and deployment stages of the software development lifecycle, complementing a suite of professional services including cloud modernization, data and AI, intelligent engineering, Salesforce implementation, integration and streaming, and Global Capability Center transformation.

Product overview

Ness Digital Engineering is a global provider of intelligent data and software engineering services that operates as a platform-plus-services model. The core proprietary platform is ATONIS, an AI-powered full-lifecycle software development workbench that embeds intelligence across the entire Software Development Lifecycle. ATONIS includes sub-components such as ATONIS SemanticIntelligence for decision intelligence and autonomous action. Surrounding this platform, Ness offers professional services organized around Cloud Services, Data & AI, Intelligent Engineering, Innovation & Design, Salesforce Services, Integration & Streaming, and Global Capability Centers. The company is a portfolio company of KKR with 25+ years of expertise helping enterprises modernize, accelerate product development, and scale with precision across industries including Financial Services, Manufacturing, Media & Entertainment, Technology & ISVs, Retail, Private Equity, and Healthcare & Life Sciences.

Differentiator

Problem solved

Functional benefit

Brands

  • ATONIS: Ness's proprietary AI-powered software development platform and full-lifecycle AI workbench designed to transform how products are planned, built, and deployed. Includes ATONIS SemanticIntelligence for enterprise data decision intelligence.

Quantifiable outcome

  • 70% faster release cycles through GenAI-driven modernization
  • +7 more outcomes

Companies that use Ness Digital Engineering

Customer profile

Named customers19 records

Segments7 records

Ideal customer profiles6 records

Ness Digital Engineering technology and API

Technology

API detail

Has API
No
API docs
API detail

Core technology

AI maturity

App detail

Integration8 records

AI capability9 records

Feature2 records

Ness Digital Engineering partnerships and signals

Strategic signal

Partnerships

Seven partnerships are on record, tiered core and minor.

  • VendavocoreStrategic or Co-development Partner · 2 December 2025AI-driven engineering partnership announced December 2025 to embed AI capabilities across Vendavo's product engineering lifecycle. Includes a dedicated Vendavo Intelligent Engineering Center powered by Ness's ATONIS AI platform, Innovation Studio for rapid prototyping, and Vendavo University for talent development. This is a significant strategic co-engineering relationship.
  • RedpandaminorGTM or Marketing Partner · 1 October 2025Strategic partnership announced October 2025 alongside the launch of Redpanda's Agentic Data Plane. Ness collaborates with Redpanda to enable enterprises to govern AI agents for enterprise data, combining Ness's engineering capabilities with Redpanda's streaming platform.
  • SnowflakecoreTechnology or IntegrationSnowflake Elite Partner for AI Data Cloud. Ness strengthens data offerings through strategic alliance with Snowflake, deepening capabilities in data modernization, governance, and monetization for enterprise clients seeking AI-ready data platforms.
  • DatabrickscoreTechnology or IntegrationDatabricks Select Partner for Data + AI. Ness has achieved Databricks Brickbuilder Specializations covering AI, Data Warehouse Migrations, Security & Governance, and Lakeflow. Strategic alliance enhances Ness's data and AI capabilities for enterprise modernization.
  • Amazon Web Services (AWS)coreTechnology or IntegrationAWS Premier Consulting Partner. Ness helps organizations accelerate cloud transformation using AWS, with competencies in AWS Migration Acceleration Program (MAP) and AWS Well-Architected Reviews (WAR), serving financial services, healthcare, retail, telecommunications, and manufacturing clients.
  • Microsoft AzurecoreTechnology or IntegrationDriving Transformation with Microsoft Azure. Ness is part of the Google Cloud Partner Ecosystem and provides Azure-based cloud modernization services as part of its multi-cloud strategy.
  • ConfluentcoreTechnology or IntegrationElite Partner in Data Streaming. Ness serves as Confluent's Exclusive Elite Partner for data streaming, winning Confluent's Regional SI of the Year AMER 2025 and Co-delivery Partner of the Year EMEA 2026.

Scale indicators11 records

Recent moves7 records

Expansion highlights7 records

Ness Digital Engineering competitors and assessment

Company assessment

Direct peers

  • Infosys: Global IT services and digital engineering firm with comparable practices in cloud, data, AI, and Salesforce; competes directly for enterprise digital transformation deals and shares the Indian delivery model.
  • Cognizant: Large-cap IT services peer competing for the same enterprise modernization, cloud, and data engineering engagements; comparable vertical mix across financial services, manufacturing, and healthcare.
  • Wipro: Global IT services competitor with overlapping capabilities in cloud, data/AI, intelligent engineering, and Salesforce — direct rivalry for enterprise digital engineering RFPs.
  • Tata Consultancy Services (TCS): Largest Indian IT services firm competing across all of Ness's verticals and service lines, including the AI-powered engineering practice category Ness is positioning in.
  • ITC Infotech: Mid-tier Indian IT services firm with similar digital engineering, cloud, and data practices; directly relevant as the prior employer of Ness's incoming CEO Sudip Singh.
  • Persistent Systems: Mid-scale digital engineering and modernization services peer with comparable size, vertical focus, and growing AI/data engineering practice; directly competes for similar enterprise deals.
  • Mphasis: Mid-tier IT services firm with comparable cloud, data, AI, and application modernization offerings targeting financial services and other enterprise verticals.
  • Globant: Digital transformation services firm combining engineering, AI, and design at similar scale; closely comparable in size, model, and emphasis on AI-augmented delivery.

Broad incumbents

  • Capgemini: Global IT services incumbent with broad capabilities across cloud, data/AI, and digital engineering; competes for the same large enterprise transformation programs but with much larger scale.
  • Accenture: Largest global IT services firm; competes for enterprise modernization, cloud, and AI engagements and increasingly moves downmarket on engineering services.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

Ness Digital Engineering social profiles

Digital presence

Ness Digital Engineering financial estimates

Financial estimate

Revenue estimate

Valuation estimate

Ness Digital Engineering leadership team

Management profile

Number of profiles

Ness Digital Engineering subsidiaries and ownership

Company hierarchy

Subsidiaries7 records

Ness Digital Engineering funding detail

Funding detail

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

Ness Digital Engineering M&A and investment

M&A and investment

M&A10 records

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Ness Digital Engineering

What does Ness Digital Engineering do?

Ness Digital Engineering is a global digital engineering services company that provides full-lifecycle software, cloud, data, and AI engineering services to enterprises across financial services, manufacturing, media, retail, technology, healthcare, and private equity. Its proprietary ATONIS platform is an AI-powered software development workbench that embeds intelligence across the planning, building, testing, and deployment stages of the software development lifecycle, complementing a suite of professional services including cloud modernization, data and AI, intelligent engineering, Salesforce implementation, integration and streaming, and Global Capability Center transformation.

Is Ness Digital Engineering a public or private company?

Ness Digital Engineering is a private company. It is classified as private equity controlled and is currently operating.

When was Ness Digital Engineering founded?

Ness Digital Engineering was founded in 2000. It employs 1,001 to 5,000 people.

Where is Ness Digital Engineering based?

Ness Digital Engineering is headquartered in Teaneck, United States, in the North America region.

How does Ness Digital Engineering make money?

One revenue line is on record: digital Engineering Services.

Who are Ness Digital Engineering's main competitors?

Direct peers on record are Infosys, Cognizant, Wipro, Tata Consultancy Services (TCS), ITC Infotech, Persistent Systems, Mphasis and Globant. Broad incumbents are Capgemini and Accenture.

Does Ness Digital Engineering have an API?

No public API is recorded for Ness Digital Engineering.

What industry is Ness Digital Engineering in?

Ness Digital Engineering's product category is Digital Engineering Services. Its primary akta.pro industry code is BPAEAKAC, Platform Engineering & Internal Developer Platforms (IDP), with a secondary code of HDAEANAJ, AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs). Its NAICS code is 541511 and its SIC code is 7371.

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Live signals
NovobriefBuilding trust in enterprise data: the governance challenge for European businesses - NovobriefEuropean businesses face data governance challenges as they adopt AI and analytics, with data distributed across systems and inconsistent definitions. Ness Digital Engineering offers data strategy, architecture, and governance services, including data quality, lineage, and regulatory compliance. Effective governance requires clear responsibilities and integration into workflows.The TribuneAI can scale quickly, traditional governance not enough, needs control layer for production: ReportNess Digital Engineering's report says traditional governance is insufficient for production AI, which is probabilistic and varies by context. It proposes a continuous control layer with evaluations, guardrails, and observability to ensure reliability and accountability. The report aims to turn governance into an engineering advantage for scaling AI.Indian Economic ObserverAI can scale quickly, traditional governance not enough, needs control layer for production: ReportNess Digital Engineering's report says traditional governance is insufficient for production AI, which needs a continuous control layer. It recommends evaluations, guardrails, and observability to ensure reliability, accountability, and cost control. The report argues control is what enables enterprise AI to scale.DevdiscourseAI can scale quickly, traditional governance not enough, needs control layer for production: ReportNess Digital Engineering's report says traditional governance is insufficient for production AI, which needs a continuous control layer. It recommends evaluations, guardrails, observability, and tokenomics as an 'Enterprise AI Harness' to manage risk and scale AI with accountability.The Times of IndiaAI can scale quickly, traditional governance not enough, needs control layer for production: ReportNess Digital Engineering's report says traditional governance is insufficient for production AI, which is probabilistic. It proposes a continuous control layer with evaluations, guardrails, and observability, plus tokenomics and governance, to form an 'Enterprise AI Harness' for reliable, accountable scaling.The Tribune99% of companies plan Agentic AI, but only 9-14% put it into production due to lack of visible change: ReportA report by Ness Digital Engineering reveals that while 99% of companies plan to deploy Agentic AI, only 9-14% have successfully moved these systems into production due to a significant implementation gap. The study attributes this 'Death Valley' between proof-of-concept and production to trust issues with probabilistic solutions and a lack of visible user experience improvements. Consequently, the report urges firms to adopt structured approaches for scaling and cost management to meet growing market demands.The SociableThe Sociable’s Top 10 Startups Transforming How Companies Adopt (and Work With) AIA report from Gallup found that 47% of employees now have AI tools integrated into their workplace, up from 41%, yet only 36% feel adequately upskilled according to Boston Consulting Group, highlighting a growing gap between corporate AI ambitions and workforce readiness. The article profiles 10 startups positioned to address this gap, including Cloverleaf (AI coaching), Remoti (recruitment tech), 10Pearls (AI consulting), Prezent (presentation tools), IvySchool.ai (coding education), Slalom (enterprise AI consultancy), Nisum (digital engineering), Ness Digital Engineering, OnTop (HR/payroll automation), and o2oh (manufacturing AI). These companies span diverse verticals including HR, education, enterprise consulting, and manufacturing, reflecting the broad scope of AI integration challenges across industries.The Times of IndiaWeak data foundations causing AI projects to fail despite millions in investments: Report, ETHRWorldA report by Ness Digital Engineering found that weak data foundations are the primary reason enterprise AI programmes fail to deliver business results despite companies investing millions in AI initiatives.The TribuneWeak data foundations causing AI projects to fail despite millions in investments: ReportA report by Ness Digital Engineering found that weak data foundations are emerging as a primary reason enterprise AI programmes fail to deliver business results despite companies investing millions of dollars in AI initiatives. The report noted that by mid-2026, most enterprise CDOs have already run AI pilots and upgraded technology platforms, but most AI programmes continue to struggle because models fail to scale due to data that is not reusable, observable, governable, or secure enough. The report identified five key pillars for enterprises to generate business value from AI: architecture modernisation, data quality and reliability, governance and ownership, treating data as a product, and security and privacy.DevdiscourseWeak data foundations causing AI projects to fail despite millions in investments: ReportA report by Ness Digital Engineering reveals that weak data foundations are causing enterprise AI programs to fail despite significant investments, with most programs struggling to scale beyond pilot stages. The report identifies that enterprises often face challenges because their data is not reusable, observable, governable, or secure enough to support AI at scale. It recommends five key pillars for AI readiness: architecture modernization, data quality and reliability, governance and ownership, treating data as a product, and security and privacy.