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Building a global data-driven workforce strategy for a Connecticut-based $30B tobacco giant
Building a global data-driven workforce strategy for a Connecticut-based $30B tobacco giant
Workforce intelligence partnership with an $11B Boston biopharma company
Workforce intelligence partnership with an $11B Boston biopharma company
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For those who like their data dense and decisions clear
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Practical frameworks for AI-era workforce strategy.
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We were a great place to work before the stickers showed up
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Talent Intelligence
Sales Intelligence
Resources
Case Studies
Proof that intelligence, artificial or not, delivers
Blog
Insights served long-form, never lukewarm
CEO Newsletters
Research that earns its place in your next deck
Podcasts
We ask the questions, you get the insights
Whitepapers
For those who like their data dense and decisions clear
Guides and Framework
Practical frameworks for AI-era workforce strategy.
Top Resources
Building a global data-driven workforce strategy for a Connecticut-based $30B tobacco giant
Building a global data-driven workforce strategy for a Connecticut-based $30B tobacco giant
Workforce intelligence partnership with an $11B Boston biopharma company
Workforce intelligence partnership with an $11B Boston biopharma company
Company
About Us
The people, purpose, and principles behind the platform
Engineering
Where Draup's engineers shape the future of enterprise AI
Careers
We were a great place to work before the stickers showed up
Press & Media
Where Draup’s research makes headlines
Talent Intelligence
Sales Intelligence
Resources
Case Studies
Proof that intelligence, artificial or not, delivers
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Insights served long-form, never lukewarm
CEO Newsletters
Research that earns its place in your next deck
Podcasts
We ask the questions, you get the insights
Whitepapers
For those who like their data dense and decisions clear
Guides and Framework
Practical frameworks for AI-era workforce strategy.
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Featured Articles

Real-time Analytics News for the Week Ending December 13

CIO
The secret to a successful IT career development strategy
CIO Dive
AI is rendering some IT skill sets obsolete
IT Brew
For IT pros, AI in job postings needs clarity
CIO
January 23, 2026
The secret to a successful IT career development strategy
A study from agentic intelligence company Draup found that internal candidates are 50% more likely than external hires to stay beyond 18 months in a new role — and that companies that don't reskill pay a 25-30% premium to replace midcareer engineers.
Learn More
HR Leader
January 16, 2026
Workforce shortages set to plague cyber security sector ahead of 2030
According to Draup's analysts, AI is actually driving job growth, with 78 million roles related to AI and cyber security expected to be added to the workforce this decade.
Learn More
The New MSP Paradox
January 16, 2026
Navigating Skills Obsolescence and Rising Cloud Infrastructure Costs
AI-generated outputs influence decisions, accountability, and client understanding—often without clear acknowledgment of what context or nuance was lost.
Learn More
WRKdefined
January 16, 2026
Reshaping the Workforce Through Sensemaking and Trusted Talent Intelligence with Vijay Swami
Vijay and Bob discuss building trusted, AI-powered talent intelligence platforms that bridge data complexity and business decision-making, and how human-centric, explainable AI is reshaping strategic workforce planning. They cover the growing importance of verification skills, ethical AI practices, the future of people analytics, the architecture of trusted and explainable AI systems, and the evolving role of humans and agents in enterprise workflows.
Learn More
RSWebSols
January 16, 2026
Labor shortages expected to impact the cybersecurity sector throughout the decade
Draup's analysts have determined that artificial intelligence (AI) is catalyzing job creation, projecting that 78 million positions associated with AI and cybersecurity will be introduced to the labor market within this decade.
Learn More
TecHR Series
January 15, 2026
Draup Releases the 2025 Economics of Skills: An Analysis of Global Tech Talent Report
The Economics of Skills: An Analysis of Global Tech Talent report analyzes these developments, leveraging Draup’s extensive global workforce data.
Learn More
CyberDaily
January 15, 2026
Workforce shortages set to plague cyber security sector well into the decade
According to Draup's analysts, AI is actually driving job growth, with 78 million roles related to AI and cyber security expected to be added to the workforce this decade.
Learn More
Business of Tech
January 15, 2026
Report Warns 40 Percent of IT Skills May Become Obsolete as AI Reshapes Work
If you hear "40% of skills becoming obsolete" and your reaction is to accelerate automation to protect margins, you are walking into a governance trap.
Learn More
CIO Dive
January 14, 2026
AI is rendering some IT skill sets obsolete
We're not seeing tech jobs disappear outright, but the way work gets done is certainly changing, Vishnu Shankar, VP of data and platform at Draup,
Learn More
Yahoo Tech
January 14, 2026
AI is rendering some IT skill sets obsolete
A recent report from the tech talent firm Draup indicates that by 2027, more than 40% of IT skills may become partially obsolete due to the rapid adoption of artificial intelligence within IT departments.
Learn More
RTInsights
December 15, 2025
Draup launches MCP
Draup announced that its real-time workforce and labor market data is now accessible through the Model Context Protocol (MCP), enabling LLM-based assistants to pull live skills, roles, and market insights directly into AI workflows. Through this integration, enterprises can connect their AI ecosystems to Draup's workforce intelligence through a simple, standards-based MCP configuration without custom APIs or manual data pipelines.
Learn More
HRTech Cube
December 11, 2025
Draup Joins the MCP Ecosystem
Draup, a global leader in enterprise talent intelligence, today announced that its real-time workforce and labor market data is now accessible through the Model Context Protocol (MCP), enabling LLM-based assistants to pull live skills, roles and market insights directly into AI workflows. Through this integration, enterprises can connect their AI ecosystems to Draup's workforce intelligence through a simple, standards-based MCP configuration without custom APIs or manual data pipelines.
Learn More
Fox 40
December 10, 2025
Draup Joins the MCP Ecosystem, Delivering Live Talent Intelligence to LLMs and Copilots
Draup, a global leader in enterprise talent intelligence, today announced that its real-time workforce and labor market data is now accessible through the Model Context Protocol (MCP)
Learn More
IT Brew
November 4, 2025
For IT pros, AI in job postings needs clarity
Draup CEO Vijay Swaminathan agrees. He told IT Brew that internal and external job postings that each have different wording and skills can become tangled.
Learn More
HR Brew
October 24, 2025
Devil's in the data
Draup co-founder and CCO Vamsee Tirukkala and his colleagues at the data intelligence platform are betting on the hypothesis that CIOs and IT pros will deliver on the technology, and HR's role managing the workforce won't disappear anytime soon. But who oversees the "work"?
Learn More
RTInsights
October 14, 2025
Real-time Analytics News
Draup announced the availability of its datasets on the Databricks Marketplace. Through Delta Sharing, enterprises can bring 28 curated Draup datasets covering market and talent intelligence directly into the Databricks Data Intelligence Platform, making workforce planning faster and easier with the most up-to-date labor market and talent metrics.
Learn More
TecHR Series
October 14, 2025
Etter.ai is Draup's agentic talent intelligence platform
Etter.ai is Draup's agentic talent intelligence platform designed to help enterprises manage their workforce before it impacts employees. It continuously monitors labor markets and current data to flag emerging skill gaps and make recommendations for reskilling or redeployment strategies.
Learn More
HR Brew
October 14, 2025
AI is changing the equation for the future of enterprise
The emerging picture as companies adopt more and more AI tools is an equation that balances the work that needs to be done, the workforce capable of doing that work, and the technology that enables the work to happen.
Learn More
Recruiting Headlines
October 14, 2025
HR Tech Conversations
Draup provides multi-dimensional knowledge for sales and talent domains using machine learning & human curation. Co-founder Vamsee Tirukkala joins to talk about the company live from Las Vegas.
Learn More
TecHR Series
October 9, 2025
Draup Brings Talent and Market Intelligence to Databricks Marketplace
Draup enables customers to directly integrate its intelligence with their own enterprise data, without the friction of manual ingestion pipelines or file transfers
Learn More
Recruiting Headlines
October 6, 2025
HR Tech Conversations. Draup's Co-Founder
Draup provides multi-dimensional knowledge for sales and talent domains using machine learning & human curation. Co-founder Vamsee Tirukkala joins to talk about the company live from Las Vegas.
Learn More
Digital Journal
September 30, 2025
The future of work: Tech growth, talent shortages, and the race to reskill
2025 may see as much as a 35% growth in tech hiring, as compared to the first half of the year.
Learn More
HRTech
September 19, 2025
Draup Launches Etter.ai to Drive Enterprise-Wide AI Transformation
Draup already supports more than 300 global enterprises, including five of the Fortune 10, with data spanning 1.5 million companies, 850 million professionals, 12,000 skills, and 4 million career paths.
Learn More
Josh Bersin Podcast
March 27, 2025
How Draup Is Expanding The World Of Talent Intelligence
With Draup, they've gone an order of magnitude beyond to build a data platform that identifies skills, technologies, competitors, labor market trends, and a myriad of financial and organizational data to help companies benchmark themselves, plan, hire, and prepare for AI transformation.
Learn More
The Hindu
May 7, 2022
Multiplying Insights with Data: How Draup's Technology Prowess is Disrupting Enterprise Decision Making
In the case of decision-making, that happens to be the integration of cutting-edge AI, ML, Data Science & Cloud technologies into one holistic platform –Draup.
Learn More
Your Story
March 30, 2022
How product and design teams at Draup are collaborating with customers to deliver a seamless experience
Product and design teams at Draup, an AI-driven SaaS company, are working towards making the product experience convenient for the end-user.
Learn More
Your Story
February 28, 2022
The AI-based, data-driven SaaS platform, Draup believes in delivering swift results to all its stakeholders.
Draup's Big Data team exemplifies the company's culture of employee ownership
Learn More
Your Story
January 7, 2022
People before profits: How Draup is implementing an employee-first strategy
Employees are the most valuable asset of an organisation, and AI-driven SaaS platform Draup understands this fully well
Learn More
Your Story
October 19, 2021
How this self-motivated team at Draup is driving technology innovation
Draup, an AI-driven data-powered company, believes that its soul lies in technology and people around it who are leveraging big data and artificial intelligence to empower the decision-makers at the enterprises
Learn More
Your Story
June 2, 2021
Nemili: A strong rural chapter in Draup's global success story
With a population of just 12,000, Nemili got a chance to reinvent itself when the AI driven SaaS platform, Draup decided to set up a centre in the town in 2018 and tap into this unrecognised potential.
Learn More
Your Story
March 30, 2021
How this tier-2 city is running the show for upcoming Unicorn Draup
Draup, an AI-driven SaaS platform, staying ahead of the curve and championing the arena of enterprise decision-making, with its unique talent composition, has always been a priority
Learn More
Your Story
February 15, 2021
Extracting insights from text data: Draup's data scientists share what it takes to drive business impact
Draup, a growing AI based Talent and Sales Intelligence company, is building on this significance in a big way. A data science team is a link between data and wisdom, shares Vamsee Tirukkala, Co-Founder & Chief Commercial Officer, Draup
Learn More
Your Story
January 5, 2021
Looking for core expertise in AI-driven sales and talent intelligence? Draup is the right platform for you
Draup, a data-driven platform, wanted to disrupt this industry and make management consulting shops practice what they were preaching by making AI and ML a foundational aspect of consulting.
Learn More
Your Story
December 21, 2020
How Draup's cutting-edge technologies and domain expertise helps global enterprises deliver value
Draup's expertise in Big Data is what sets them apart. They analyse above 600 million profiles, more than 100 million job descriptions, above 1 million digital intentions and 1 million companies across the globe, daily through AI and ML models
Learn More
Your Story
December 5, 2020
How Draup's cutting-edge technologies and domain expertise helps global enterprises deliver value
Draup works with cutting-edge technologies to innovate and assist their clients with accurate insights on both sales and talent intelligence.
Learn More
Your Story
November 19, 2020
From idea to implementation: the journey of AI-based enterprise decision-making SaaS company, Draup
Vijay Swaminathan and Vamsee Tirukkala recognised this opportunity in the market and in 2017, decided to launch Draup, an AI-driven enterprise decision making SaaS platform.
Learn More
2026
CIO
-
The secret to a successful IT career development strategy
HR Leader
-
Workforce shortages set to plague cyber security sector ahead of 2030
The New MSP Paradox
-
Navigating Skills Obsolescence and Rising Cloud Infrastructure Costs
WRKdefined
-
Reshaping the Workforce Through Sensemaking and Trusted Talent Intelligence with Vijay Swami
RSWebSols
-
Labor shortages expected to impact the cybersecurity sector throughout the decade
TecHR Series
-
Draup Releases the 2025 Economics of Skills: An Analysis of Global Tech Talent Report
CyberDaily
-
Workforce shortages set to plague cyber security sector well into the decade
Business of Tech
-
Report Warns 40 Percent of IT Skills May Become Obsolete as AI Reshapes Work
CIO Dive
-
AI is rendering some IT skill sets obsolete
Yahoo Tech
-
AI is rendering some IT skill sets obsolete
2025
RTInsights
-
Draup launches MCP
HRTech Cube
-
Draup Joins the MCP Ecosystem
Fox 40
-
Draup Joins the MCP Ecosystem, Delivering Live Talent Intelligence to LLMs and Copilots
IT Brew
-
For IT pros, AI in job postings needs clarity
HR Brew
-
Devil's in the data
RTInsights
-
Real-time Analytics News
TecHR Series
-
Etter.ai is Draup's agentic talent intelligence platform
HR Brew
-
AI is changing the equation for the future of enterprise
Recruiting Headlines
-
HR Tech Conversations
TecHR Series
-
Draup Brings Talent and Market Intelligence to Databricks Marketplace
Recruiting Headlines
-
HR Tech Conversations. Draup's Co-Founder
Digital Journal
-
The future of work: Tech growth, talent shortages, and the race to reskill
HRTech
-
Draup Launches Etter.ai to Drive Enterprise-Wide AI Transformation
Josh Bersin Podcast
-
How Draup Is Expanding The World Of Talent Intelligence
2022
The Hindu
-
Multiplying Insights with Data: How Draup's Technology Prowess is Disrupting Enterprise Decision Making
Your Story
-
How product and design teams at Draup are collaborating with customers to deliver a seamless experience
Your Story
-
The AI-based, data-driven SaaS platform, Draup believes in delivering swift results to all its stakeholders.
Your Story
-
People before profits: How Draup is implementing an employee-first strategy
2021
Your Story
-
How this self-motivated team at Draup is driving technology innovation
Your Story
-
Nemili: A strong rural chapter in Draup's global success story
Your Story
-
How this tier-2 city is running the show for upcoming Unicorn Draup
Your Story
-
Extracting insights from text data: Draup's data scientists share what it takes to drive business impact
Your Story
-
Looking for core expertise in AI-driven sales and talent intelligence? Draup is the right platform for you
2020
Your Story
-
How Draup's cutting-edge technologies and domain expertise helps global enterprises deliver value
Your Story
-
How Draup's cutting-edge technologies and domain expertise helps global enterprises deliver value
Your Story
-
From idea to implementation: the journey of AI-based enterprise decision-making SaaS company, Draup

Data Trust & Methodology at Draup

Draup uses a structured methodology to reduce inaccuracies and prevent misleading information, with a focus on transparency and responsible data practices.

1

Data Transparency and Coverage

Draup sources data from diverse, vetted global inputs including public datasets, labor information, professional ecosystems, and industry research. Coverage varies by region and role, and we supplement limited areas with alternative sources and analyst-led modeling.

2

Profiles Behind the Numbers

All aggregate insights related to buyers, roles, skills, and locations are grounded in structured, anonymized human and organizational profiles rather than pure extrapolation. This ensures context, reliability, and protection of personal identities.

3

Data Hygiene and Integrity

We maintain a clean, accurate data environment by removing duplicates, outdated entities, and invalid records. Automated checks powered by ML models and analyst reviews work together to ensure clarity and accuracy for every entity, such as buyer, role, skill, technology, or company. Learn more

4

AI Governance and Bias Mitigation

Our governance framework combines automated evaluations with Human-in-the-Loop reviews. We use statistical checks, audits, and cross-source comparisons to reduce demographic and structural bias before insights reach the platform.

5

Compensation Guardrails

Compensation insights use blended, directional inputs such as aggregated ranges, benchmarks, modeled distributions, and market signals. We distinguish clearly between modeled and reported data and apply guardrails to prevent over-interpretation.

6

Hourly and Frontline Workforce Coverage

For hourly, frontline, and blue-collar roles where digital visibility is limited, we incorporate government datasets, localized labor information, and specialized partners to build a more complete and balanced view of workforce supply and demand.

SOC 2
GDPR
ISO
EAIGG

Ethical AI, Backed by Global Standards

Draup, an AI-first company, upholds global standards like SOC 2, GDPR, and ISO 27001. As an EAIGG member, we audit for bias and build trustworthy AI.

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