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Why Generative AI PoCs fail to scale

Why Generative AI PoCs struggle to scale to production

Jun 17, 2025

Generative AI has the potential to transform various industries by automating tasks, generating innovative solutions, and predicting outcomes. However, many PoCs struggle to transition from experimentation to production. Organizations facing these challenges often encounter setbacks, but these setbacks can lead to growth and innovation if approached strategically. 

Understanding and planning for common obstacles can significantly enhance the chances of successful scaling. In our whitepaper, we've identified typical issues such as misaligned objectives, technological readiness gaps, adoption difficulties, and infrastructure challenges.  

By addressing these barriers, organizations can improve their ROI and lead the way for impactful deployment of GenAI solutions. 

For a deeper understanding of these challenges and strategies, read our comprehensive whitepaper. It provides detailed insights and actionable recommendations to help your organization navigate the complexities of scaling GenAI PoCs securely and effectively. 

Disclaimer

Fractal Analytics Limited (the “Company”) is proposing, subject to receipt of requisite approvals, market conditions and other considerations, to make an initial public offer of its equity shares and has filed a draft red herring prospectus (“DRHP”) with the Securities and Exchange Board of India (“SEBI”). The DRHP is available on the website of our Company at Fractal Analytics, the SEBI at www.sebi.gov.in as well as on the websites of the BRLMs, and the websites of the stock exchange(s) at ww.nseindia.com and www.bseindia.com, respectively. Any potential investor should note that investment in equity shares involves a high degree of risk and for details relating to such risk, see “Risk Factors” of the RHP, when available. Potential investors should not rely on the DRHP for any investment decision.  

Disclaimer

Fractal Analytics Limited (the “Company”) is proposing, subject to receipt of requisite approvals, market conditions and other considerations, to make an initial public offer of its equity shares and has filed a draft red herring prospectus (“DRHP”) with the Securities and Exchange Board of India (“SEBI”). The DRHP is available on the website of our Company at Fractal Analytics, the SEBI at www.sebi.gov.in as well as on the websites of the BRLMs, and the websites of the stock exchange(s) at ww.nseindia.com and www.bseindia.com, respectively. Any potential investor should note that investment in equity shares involves a high degree of risk and for details relating to such risk, see “Risk Factors” of the RHP, when available. Potential investors should not rely on the DRHP for any investment decision.  

Disclaimer

Fractal Analytics Limited (the “Company”) is proposing, subject to receipt of requisite approvals, market conditions and other considerations, to make an initial public offer of its equity shares and has filed a draft red herring prospectus (“DRHP”) with the Securities and Exchange Board of India (“SEBI”). The DRHP is available on the website of our Company at Fractal Analytics, the SEBI at www.sebi.gov.in as well as on the websites of the BRLMs, and the websites of the stock exchange(s) at ww.nseindia.com and www.bseindia.com, respectively. Any potential investor should note that investment in equity shares involves a high degree of risk and for details relating to such risk, see “Risk Factors” of the RHP, when available. Potential investors should not rely on the DRHP for any investment decision.  

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All rights reserved © 2025 Fractal Analytics Inc.

Registered Office:

Level 7, Commerz II, International Business Park, Oberoi Garden City,Off. W. E.Highway, Goregaon (E), Mumbai City, Mumbai, Maharashtra, India, 400063

CIN : U72400MH2000PLC125369

GST Number (Maharashtra) : 27AAACF4502D1Z8

All rights reserved © 2025 Fractal Analytics Inc.

Registered Office:

Level 7, Commerz II, International Business Park, Oberoi Garden City,Off. W. E.Highway, Goregaon (E), Mumbai City, Mumbai, Maharashtra, India, 400063

CIN : U72400MH2000PLC125369

GST Number (Maharashtra) : 27AAACF4502D1Z8

All rights reserved © 2025 Fractal Analytics Inc.

Registered Office:

Level 7, Commerz II, International Business Park, Oberoi Garden City,Off. W. E.Highway, Goregaon (E), Mumbai City, Mumbai, Maharashtra, India, 400063

CIN : U72400MH2000PLC125369

GST Number (Maharashtra) : 27AAACF4502D1Z8