Translate the technology
Explain what AI can and cannot do in language that business teams can use.
/ SPEAKER PROFILE · APPLIED AI · MSMEs
Gauri Kale
Practical AI for people who have to make it work.
Gauri is an applied AI practitioner and facilitator who helps MSME and business teams translate emerging technology into useful workflows, clearer decisions and stronger internal capability.
RoleApplied AI practitioner · Facilitator
Based in Pune, India
Available forKeynotes · Workshops · Panels · Fireside chats
01
/ FROM INTEREST TO ADOPTION
Capability grows when people can use the technology themselves.
Gauri works at the point where new technology meets everyday business. She turns broad ideas into accessible demonstrations, hands-on learning and implementation conversations grounded in the way teams actually work.
Through initiatives at MCCIA, including its AI Experience Center, she has supported business use-case discovery, practical AI sessions and one-to-one guidance for MSMEs and women entrepreneurs.
Find the useful workflow
Move from a list of tools to one real task, one owner and one measurable outcome.
Build adoption
Help teams practise with their own work so capability remains after the session ends.
02
/ FIELDWORK, NOT THEORY
Reach. Adoption. Useful work.
The headline figures distinguish programme reach from reported workflow outcomes. The larger annual impact figures are transparent models, not audited business results.
01programme reach
2,000+MSMEs reached through applied AI programmes
Reported cumulative programme reach across initiatives she helped deliver. It is not a personal client count.
02reported outcome
30%+Average workflow efficiency reported
Reported across selected use cases, not every business reached.
03modelled impact
28K–36KAnnual productive hours unlocked
An illustrative adoption model, not observed or audited savings.
04modelled impact
₹0.97–1.26 CrAnnual operating capacity value
An illustrative model using ₹350 per working hour, not verified cash saved.
Read the figures correctly
The 2,000+ figure covers programmes and related initiatives Gauri helped deliver. The 30%+ efficiency figure refers to selected use cases, not all organisations reached. Supporting programme and outcome records should be retained for verification.
How the impact range is modelledView assumptions
A 30% time reduction yields 36,000 hours. If 30% means productivity uplift, the equivalent time released is about 27,700 hours. The range keeps both interpretations visible.
- 2,000 businesses reached
- 25% adopt one use case
- Five workflow hours each week
- 48 working weeks each year
- 30% time reduction or productivity uplift
- ₹350 value per working hour
03
/ SPEAKING TOPICS
Practical sessions for rooms that need to make a decision.
Each session can be shaped for founders, operators, manufacturing leaders, functional teams or an MSME audience.
From AI interest to one useful workflow
How an MSME can find a contained use case, define success and avoid tool-first adoption.
Adoption is an operating problem
Why training, workflow design and internal ownership decide whether AI creates value.
Finding the measurable gain
A practical framework for measuring time released, quality improved and capacity unlocked.
Practical generative AI for everyday business
Useful applications across research, marketing, meetings, forms, sales and internal knowledge.
Human capability in an AI workplace
How leaders can encourage adoption while addressing fear, responsibility and changing roles.
04
/ SELECTED WORK
Evidence before adjectives.
2023–24MCCIAProgrammeMCCIA Centre of ExcellenceOngoingMCCIAEventIndustry forum
MCCIA Youth Fellow
Part of an industry-facing programme supporting MSMEs and business capability.
AI Bootcamp for Women Entrepreneurs
Practical AI learning and business use cases for more than 40 women entrepreneurs.
AI Experience Center
Practical demonstrations and one-to-one sessions for business teams exploring AI.
Tech Pe Charcha
Moderated a conversation connecting emerging technology with practical business questions.
05
/ SPEAKER KIT
Ready for the event brief.
Gauri Kale is an applied AI practitioner and facilitator helping MSMEs and business teams turn emerging technology into practical workflows, measurable capacity and confident adoption.
Gauri Kale is an applied AI practitioner, speaker and facilitator focused on making AI useful for MSMEs and operating teams. Through initiatives she has helped deliver at MCCIA, she has supported hands-on learning, business use-case discovery and implementation conversations. These programmes have reached more than 2,000 MSMEs, with selected workflows reporting average efficiency improvements above 30%.
/ INVITE GAURI