Results, grounded in Indian business context

Case studies.

Twenty-one product stories showing where AI creates practical gains: faster response, cleaner operations, better learning, stronger hiring, and measurable skill signals.

genie · Real Estate

A residential developer in Hyderabad captured 43% more leads by deploying Genie on their property listing site

Their website was getting 12,000 unique visitors per month from paid search. The contact form converted at 1.4%. Sales team was calling back 2–3 days later, by which point buyers had already visited competitor sites. After-hours enquiries — which peak on weekends — went completely unanswered until Monday morning.

43%
increase in leads captured
28%
improvement in site-to-visit conversion
genie · Education

An online test prep company in Pune tripled qualified demo bookings using Genie's lead qualification flow

Website traffic was strong from SEO and paid campaigns but converting only 2% to demo calls. A support team of 12 was spending 4 hours per day answering basic questions like 'which batch for UPSC 2026' that didn't require human time. The demo call no-show rate was 41%, making the pipeline feel much larger than it was.

3.8x
increase in qualified demo bookings
60%
reduction in support tickets
genie · Healthcare

A multi-specialty clinic chain in Bengaluru cut patient no-shows by 44% using Genie for appointment scheduling

Phone lines were receiving 200+ calls per day across three locations. Front desk staff were spending over three hours daily on scheduling and rescheduling alone. The no-show rate was 34% because reminders were sent manually and frequently missed. Patients calling after 7pm found no one available to help, and those slots went unbooked.

52%
of appointments self-booked via bot
44%
reduction in no-show rate
bos · FMCG & Distribution

A Chennai FMCG distributor eliminated 5 disconnected tools and cut monthly reporting time from 4 days to 6 hours with BOS

The business was running QuickBooks for accounting, Zoho CRM for sales, an Excel-based HR sheet, WhatsApp for order management, and a standalone delivery tracking app. Month-end consolidation was a 4–5 day exercise involving three people manually reconciling across systems. Collections were being missed because there was no single view of overdue accounts.

4 days → 6 hrs
monthly reporting time
31%
improvement in collections cycle
bos · Manufacturing

An auto-component manufacturer in Coimbatore gained real-time production visibility and cut inventory holding costs by 22% with BOS

Production tracking was entirely on spreadsheets updated at shift-end. Inventory was being over-ordered because no one had real-time visibility into warehouse stock levels. HR ran on a completely separate system with no payroll-to-attendance automation. Monthly P&L was taking 8 days to produce because finance had to reconcile from multiple disconnected sources.

22%
reduction in inventory holding cost
3 days → 4 hrs
payroll processing time
bos · Professional Services

A Mumbai management consulting firm shortened its billing cycle from 3 weeks to 4 days and improved client retention by 18% with BOS

Projects were tracked across Trello, Notion, and Google Sheets depending on which team was involved. Billing ran 2–3 weeks behind project completion because finance had to chase individual consultants for timesheet data. There was no unified view of client engagement status. Two clients had left in the past year citing 'lack of communication' — a direct symptom of fragmented tooling.

3 weeks → 4 days
billing cycle
60% → 94%
timesheet compliance
creator · Retail & Fashion

A Jaipur ethnic wear brand cut social media time from 8 hours/week to 45 minutes and grew Instagram engagement 61% with Creator

The founder was personally managing all social content across Instagram, Facebook, and WhatsApp catalogue — spending 8 hours per week writing captions, resizing images, and scheduling. Posting was inconsistent: good weeks had daily posts, difficult weeks had none. Brand voice drifted depending on who was available to write. Festival campaigns were being planned at the last minute and it showed.

61%
increase in Instagram engagement rate
38%
increase in social-to-website traffic
creator · IT & SaaS

A Bengaluru B2B SaaS startup grew LinkedIn followers from 400 to 2,800 and quadrupled inbound demo requests from social in 6 months with Creator

LinkedIn presence was minimal — 400 followers, posting once or twice a month, no editorial strategy. One marketing generalist was managing LinkedIn, Twitter, and a product blog with no dedicated content time. Inbound leads from social were effectively zero. The sales team relied entirely on outbound cold calling, which limited scalability.

400 → 2,800
LinkedIn followers (6 months organic)
4x
increase in social-sourced inbound demos
creator · Hospitality & F&B

An 8-outlet Chennai QSR chain unified its social brand and cut campaign launch time from 2 weeks to 2 days with Creator

Each outlet had its own Instagram and Facebook page managed by whoever was available at that location — sometimes the manager, sometimes a cashier. Brand voice and visual quality varied wildly between outlets. A Diwali campaign took 2 weeks to coordinate because each outlet was creating its own assets independently. To customers, it looked like 8 unrelated restaurants.

2 weeks → 2 days
campaign launch time across all outlets
44%
increase in customer UGC shares
loop · Financial Services

A Kolkata NBFC improved compliance training pass rates from 61% to 89% and cut training time from 3 days to 8 hours with Loop

Annual RBI compliance training required 3 full days of classroom time per branch, pulling staff away from operations. 39% of staff were failing their first assessment attempt — a direct compliance risk with regulatory implications. Training materials were printed, meaning they were outdated the moment RBI updated its guidelines. Travel and logistics for trainers cost ₹8–12 lakhs per training cycle.

61% → 89%
first-attempt compliance pass rate
3 days → 8 hrs
total training duration per employee
loop · EdTech

A Noida upskilling platform cut course creation time from 12 weeks to 2 weeks and launched 18 new verticals in a year with Loop

Course creation was a bottleneck: one content lead, one subject matter expert per course, three rounds of review, and video production outsourced. Each new course took 10–14 weeks from idea to launch. The company could only open 4–5 new verticals per year — a hard ceiling on revenue growth. Learner completion rate sat at 34% because courses followed a fixed pace that didn't match learner schedules.

12 weeks → 2 weeks
course creation cycle
18
verticals launched in 12 months (vs 4 previously)
loop · IT & Professional Services

A Hyderabad IT services company cut new hire onboarding time from 7 weeks to 3 weeks and improved 90-day productivity by 27% with Loop

Onboarding 300 new hires per year was a manager-heavy process. Each new hire needed 6–8 weeks before they could work independently. Onboarding quality varied significantly between teams — some managers were thorough, others weren't. New hires in Chennai and Pune were receiving a worse onboarding experience than those in Hyderabad HQ because the senior staff who ran orientation were all based there.

7 weeks → 3 weeks
average onboarding time
27%
improvement in 90-day performance rating
career · K-12 Education

A Delhi NCR CBSE school gave every Class 11-12 student a personalised career assessment and improved counsellor effectiveness 8x with Career

One counsellor managing 1,800 students meant only high-demand students got meaningful counselling time. Class 11 and 12 stream selection was effectively made by parents without any structured assessment input. The school had no data on where students went after graduation and no way to measure whether counselling was making any difference.

350
students assessed (vs 30 previously)
73%
of students reported clearer career direction
career · Higher Education

A Nagpur engineering college improved campus placement outcomes and employer satisfaction by 38% using Career for student guidance

The placement cell had 2 staff managing 180 graduating students. Students were applying broadly to any company visiting campus regardless of fit — creating noise for employers and frustration for students. Employer feedback post-campus drive consistently cited 'candidates who weren't prepared for the roles they applied for' as the top complaint. The placement rate of 54% was below peer institutions.

54% → 71%
campus placement rate
38%
improvement in employer satisfaction scores
career · EdTech

An online upskilling platform reduced wrong-course enrollments by 41% and improved learner NPS from 32 to 54 using Career's pre-enrollment assessment

Dropout rate was high — 44% of learners dropped out before completing 30% of their course. Exit surveys pointed to the same reason: 'the course wasn't what I expected' or 'I realised this wasn't right for me.' Refund requests were running at 11% of new enrollments. The support team was spending a disproportionate amount of time managing disappointed learners rather than helping successful ones.

41%
reduction in early-stage dropout
32 → 54
learner NPS
hire · Logistics

A Mumbai last-mile logistics company cut time-to-hire from 28 days to 9 days and reduced post-offer failure rate by 74% using Hire

Hiring 400 operations staff per year across Mumbai, Pune, and Nashik. 70% of hires were failing background checks or skills assessments after the offer had been made — sometimes after acceptance. Sourcing took 3–4 weeks per batch because the recruiter was manually sifting through 200+ applications per role from Naukri and WhatsApp groups.

28 → 9 days
time-to-hire
70% → 18%
post-offer failure rate
hire · Financial Services / IT

A Bengaluru fintech startup scaled from 80 to 180 people in 9 months, cutting screening time by 65% and improving offer acceptance to 84% with Hire

A Series B fintech growing rapidly. The recruiter was spending 60% of their time on screening calls because resumes were proving to be unreliable predictors of technical performance. Candidates with strong CVs were consistently underperforming on technical assessments. Offer rejection rate was 28% — candidates were using the offer as leverage to negotiate counter-offers from their current employers. The full hiring cycle was running 6–8 weeks per role.

65%
reduction in screening time per role
91%
of shortlisted candidates are skills-verified
hire · Higher Education

A Pune MBA college increased employer participation by 40% and cut placement season duration from 4 months to 6 weeks using Hire

The placement team of 3 staff was manually matching 400 students to 60+ visiting companies. Companies saw only CVs and marks — there was no structured skill data to help them identify relevant candidates before arriving on campus. Two companies had withdrawn mid-placement in the previous year citing 'too much variance in candidate quality.' The placement season ran from October to February, four months of sustained disruption to academic activity.

42 → 59 companies
employers participating (40% increase)
4 months → 6 weeks
placement season duration
prism · BPO / Customer Service

A Gurugram BPO reduced 90-day attrition from 34% to 19% and cut screening time by 75% using Prism for pre-hire assessment

First-90-day attrition was consistently at 34%. Exit interviews pointed to the same issues: communication skills not suited to the role, inability to adapt to process changes, stress responses that didn't fit a high-volume environment. The existing two-round interview process — group activity plus HR interview — was taking 90 minutes per candidate and still producing unreliable results.

34% → 19%
first-90-day attrition rate
90 → 22 min
per-candidate screening time
prism · IT Services

A Chennai IT services company improved 6-month fresher performance ratings and standardised campus hiring quality using Prism

Campus hiring was producing highly inconsistent quality. The company's written test was being reverse-engineered by coaching institutes near engineering colleges that shared pattern questions with candidates. Variance in 6-month performance ratings was wide. HR had no way to predict at hire time which candidates would contribute quickly and which would need extended hand-holding. L&D costs were high because training intensity had to vary so much.

31%
higher average 6-month performance rating
40%
reduction in performance rating variance
prism · Corporate Training / EdTech

A Mumbai corporate training provider improved employer certificate acceptance and increased contract renewal rates by 34% using Prism-backed certification

Certificates were issued based on course completion alone, with no assessment of demonstrated competency. Employers were openly discounting them — HR managers at client companies said directly that the certificates didn't tell them whether someone could actually do the job. Three major enterprise clients had reduced their training budgets for the company, citing difficulty proving ROI to their own management. The company needed certifications that meant something.

31% → 67%
employer confidence in certifications
58% → 78%
enterprise contract renewal rate