RIntelligence
4.5
Power Merchant fit
5
India relevance
10Documented features
47Normalized cases

Value and feature set

advertising

Build and manage click-to-chat campaigns from major ad networks

See retained official evidence.

current
creative

Generate campaign copy and adapt it into vernacular languages

See retained official evidence.

current
conversion

Guide product discovery, comparison and recommendations in conversation

See retained official evidence.

current
winback

Trigger cart-recovery conversations and checkout flows

See retained official evidence.

current
checkout

Support payment in chat, WhatsApp Pay or an integrated payment gateway

See retained official evidence.

current
order-operations

Modify or cancel an order through connected business systems

See retained official evidence.

current_system_dependent
wismo

Read current order state and provide tracking or post-purchase support

See retained official evidence.

current
returns

Handle return, exchange or refund requests through voice/social/order agents

See retained official evidence.

current_limited
handoff

Transfer a conversation to a human agent with customer and interaction context

See retained official evidence.

current
workforce-productivity

Route work and provide summaries, suggested replies and commerce context to agents

See retained official evidence.

current

Customer proof

B

6thStreet

Segmented WhatsApp marketing and cart recovery for a Gulf fashion ecommerce brand.

B

AECC Global

WhatsApp recruitment and student-engagement campaigns for an education consultancy.

B

AkzoNobel

Omnichannel Dulux Promise claims, replacement vouchers and buying guidance.

D

Anonymous fintech company

Gupshup IP messaging for DLT-constrained transaction delivery.

B

Arha Media

WhatsApp subscription renewal and payment campaigns for an OTT service.

D

Anonymous Austrian luxury skinwear brand

Multilingual shopping assistant, size finder and voice/virtual advisors.

B

Axis Bank

Aha! conversational banking across service and transactional actions.

B

Azadea Group — marketing

Multi-brand WhatsApp campaigns across MENA.

B

Azadea Group — support

Unified multi-brand WhatsApp support and bot resolution.

B

Britannia

Personalized WhatsApp product-launch experience for Pure Magic Choco Stars.

B

CARS24

GenAI vehicle discovery and test-drive booking assistant.

B

Chief Electoral Officer, Madhya Pradesh

Citizen and polling-officer support during the 2023 Madhya Pradesh election.

D

Anonymous cooperative bank

WhatsApp notifications and missed-call opt-in for urban India banking customers.

B

Danone

Loyalty-campaign automation and nutrition support with expert handoff.

B

Dot & Key

Voice AI for order, delivery, refund, return and support calls.

B

Doubtnut

Regional-language WhatsApp education engagement in tier-2 and tier-3 India.

D

Anonymous Indian fashion ecommerce company

Chatbot self-service and CRM-embedded live agent support.

D

Anonymous global restaurant aggregator and food-delivery company

WhatsApp onboarding workflow for delivery executives.

D

Anonymous global herbal wellness brand

Omnichannel product discovery, support, lead handoff and order conversion.

C

HDFC Securities

Arya conversational investing supports transactions, portfolio information and recommendations, but the case discloses no quantified business outcome.

B

Homecentre

Personalized WhatsApp marketing and re-engagement.

B

Housing.com

WhatsApp marketing, lead engagement and feedback collection; page layout is materially contaminated.

E

Anonymous Indian commerce-solutions company

WhatsApp chatbot and multi-agent dashboard reportedly reduced support turnaround time versus phone, without a quantified outcome.

D

Anonymous Indian information-systems company

SFTP automation and message-status visibility for high-volume data processing.

C

IndusInd Bank

Conversational banking with Gupshup and Alexa; displayed commerce metrics are copied from Tata CLiQ.

C

Khan Academy

Conversational education support; displayed commerce metrics are copied from an anonymous wellness case.

B

MPMKVVCL

Utility messaging and customer self-service for a Madhya Pradesh power distributor.

B

MTV

Conversational audience engagement for MTV.

B

Nivea / Beiersdorf

Personalized WhatsApp skincare consultation and acquisition campaign.

B

NoBroker — conversational support

WhatsApp property listing, matching and support workflow.

C

Ola

Large-scale multichannel conversational deployment; outcome panel is contaminated.

C

OYO

Global hospitality conversational engagement; outcome panel is contaminated.

B

Rajasthan Royals

WhatsApp fan engagement, first-party data and merchandise commerce.

D

Anonymous RBI-registered NBFC

Fully managed WhatsApp loan-processing and lead-generation workflow.

B

Reserva

Targeted WhatsApp marketing for fashion retail.

B

Schneider Electric

OCR-based WhatsApp quotation and ordering assistant for handwritten orders.

B

Sharaf DG

Conversational advertising, lead qualification and commerce.

C

Standard Chartered

Straight2Bank multilingual corporate-banking support with live-chat handoff.

B

Swiggy

WhatsApp Dine Buddy, search-dropoff nudges and dormant-user reactivation.

D

Anonymous Swiss luxury fashion brand

Omnichannel digital shopping assistant and size-profile creation.

B

Tata CLiQ

WhatsApp lifecycle marketing, order notifications and recommendations.

B

Tonik Bank

GenAI in-app banking support with autonomous resolution.

B

Treebo Hotels

WhatsApp support and staff learning/engagement.

B

Wow! Momo

Direct ordering, opt-in growth and repeat-purchase engagement.

B

Carl ZEISS

Click-to-WhatsApp ads and retargeting to drive store visits.

Commercial and company scale

Packaging?Subscription and/or usage charges by message, Meta template actuals and voice seconds; contract-specific enterprise terms remain private.
Public ticketINR 5,000 monthly India entry plan before messaging chargesWhatsApp API onboarding, self-serve developer accounts and documentation, no-code/low-code builders, no-code Shopify setup marketed in minutes, partner onboarding and enterprise consultation.
Reported revenue?? · ?
Customer scale?Global; company-reported 50,000+ customers in 130+ countries, with explicit India, Middle East, Latin America and Africa expansion focus.
Company size??
Funding??

Official evidence

  1. Gupshup homepage

    Gupshup positions itself as a conversational AI platform for marketing, commerce and support. It reports 50,000+ customers in 130+ countries and 120 billion+ messages annually, and promotes a current Shopify-to-WhatsApp product for cart recovery, order updates, repeat purchase and support.

    company · accessed 2026-07-13
  2. About Gupshup

    The company says it was born in India, has operated for 20+ years, supports 50,000+ businesses, has a 900-person global team and 12 offices. It names Beerud Sheth as Co-Founder and CEO and lists current product, finance, engineering, operations and partner-network leaders.

    company · accessed 2026-07-13
  3. Gupshup terms and conditions

    The terms identify Gupshup Technology India Private Limited as the contracting entity for India and Gupshup Inc. outside India. They cover developer accounts, APIs, sandbox use, plan-dependent fees and limits, bot logs and the self-serve recharge refund policy.

    company · accessed 2026-07-13
  4. Gupshup privacy policy

    The policy applies across the Gupshup corporate family and describes Gupshup as a processor of customer information submitted by business partners through its APIs, software and other business products.

    company · accessed 2026-07-13
  5. Enterprise security

    Gupshup describes confidentiality, integrity, availability and compliance controls plus application, platform and data-security programs. Certification logos are displayed, but the text does not enumerate certification names, scopes or dates.

    company · accessed 2026-07-13
  6. Gupshup AI Agents

    Current multimodal AI Agents retain real-time conversational context, use business systems and tools, execute tasks and work within configured guardrails. Gupshup names lead generation, product discovery, collections and order-management agents and examples including order modification, ticket cancellation, booking and EMI payment.

    company · accessed 2026-07-13
  7. AI Agent use-case library

    The library markets task-specific agents across retail, CPG, fintech, real estate and travel. Retail agents cover lead capture, product recommendations/comparisons, catalogs, multilingual support, payment support, warranty upsell and post-sale outreach; some cards describe support or guidance rather than a completed system action.

    company · accessed 2026-07-13
  8. ACE fine-tuned models

    ACE offers organization- and industry-tuned LLMs/SLMs, 100+ languages, multimodal text/image/voice operation, model routing, permissions, audit trails, country/region data residency and output guardrails.

    company · accessed 2026-07-13
  9. Conversation Cloud

    Conversation Cloud combines AI Agents, Advertise, Personalize, Communicate, builder, campaign and human-agent components for marketing, commerce and support across messaging, voice, web and mobile-app channels.

    company · accessed 2026-07-13
  10. Gupshup Communicate

    Communicate is the current CPaaS layer for high-scale multichannel messaging. It markets smart send/wait/retry, fallback channels, multilingual messaging, private data paths, store-and-forward controls, governance and high throughput.

    company · accessed 2026-07-13
  11. Gupshup Advertise

    Advertise builds and manages click-to-chat campaigns from Facebook, Instagram, TikTok and Google Search into WhatsApp or Instagram conversations, with lead qualification, product discovery, remarketing, Meta Conversions API reporting and ROAS attribution outside chat.

    company · accessed 2026-07-13
  12. Gupshup Personalize

    Personalize unifies conversational signals and integrated application data into profiles, segments, intent and preferences, then supports trigger, push, drip and lifecycle campaigns for first-time, high-value and dormant customers.

    company · accessed 2026-07-13
  13. Gupshup Agent Assist

    Agent Assist provides a unified inbox, intelligent routing, assisted selling, support analytics, customer and campaign context, past purchases and AI summaries/suggested replies/expansion/rephrasing for agents and supervisors. Gupshup reports 400+ brands using it.

    company · accessed 2026-07-13
  14. Gupshup Conversation Builder

    Conversation Builder is a no-code/low-code environment for prompts, goals, guardrails, multichannel journeys, system integrations, task execution, personalization and journey analytics. Retail copy covers recommendations, query resolution and cart recovery.

    company · accessed 2026-07-13
  15. Gupshup Campaign Manager

    Campaign Manager launches and manages interactive multichannel campaigns for nurture, conversion, retention and support, using catalogs, carousels, utility templates, structured journeys, AI Agents and checkout-in-chat patterns.

    company · accessed 2026-07-13
  16. AI Campaign Copilot

    AI Campaign Copilot supports targeting, creative generation, translations across 10+ vernacular languages, channel failover, propensity and send-time optimization. Its performance figures are product marketing claims, not normalized customer-case outcomes.

    company · accessed 2026-07-13
  17. Retail and ecommerce solution

    The current retail solution covers recommendations, tailored offers, order management, reviews, catalogs, real-time inventory and store information, order tracking, post-sale enquiries, integrated payment gateways, remarketing, shopper segmentation and AI-to-human transition. Tata CLiQ metrics are repeated on the page, with a displayed '10K' typo against body text saying 10 times ROI.

    company · accessed 2026-07-13
  18. Commerce and Sales solution

    Current commerce workflows cover pre-purchase support, discovery, assisted selling, upsell/cross-sell, native catalogs, recommendations, cart recovery, payment in chat or through a gateway, customer profiles, commerce-platform integration, analytics and human handover.

    company · accessed 2026-07-13
  19. Support and customer experience solution

    The support solution offers 24/7 multilingual self-service on messaging and voice, previous-interaction context, rich-media troubleshooting, AI-to-human handover and agent assistance for repetitive and complex inquiries.

    company · accessed 2026-07-13
  20. WhatsApp Business API

    Gupshup's current WhatsApp surface includes Business API onboarding, templates, WhatsApp Pay, click-to-WhatsApp ads, context-aware AI Agents, automated flows, campaign analytics, sample journeys and human/AI flexibility. CARS24 production proof covers vehicle discovery and test-drive bookings.

    company · accessed 2026-07-13
  21. RCS API

    RCS supports rich media, carousels, QR/P2A journeys, order tracking, post-purchase support, AI-led conversations, human handover, funnel analytics, automatic fallback to SMS or WhatsApp, Google Search click-to-chat, Maps, Calendar and Wallet actions. Gupshup and Dotgo report 1 billion+ RCS messages monthly.

    company · accessed 2026-07-13
  22. SMS API

    The current SMS product supports transactional messages, authentication/OTPs, promotions, cross-promotions, alerts, link tracking and fallback delivery.

    company · accessed 2026-07-13
  23. Gupshup Voice AI

    Voice AI supports PSTN, WhatsApp Business Calling and click-to-call, interruption handling, low-latency conversations and integration with STT, TTS, AI and business systems. Current use cases include transactions, returns/refunds, appointments, support, collections and fraud alerts; exact execution depends on connected systems.

    company · accessed 2026-07-13
  24. Web and app conversational experiences

    Gupshup provides AI-assisted chat for websites and apps, visitor capture and cross-channel re-engagement, product recommendations, purchase assistance, after-sale support, prebuilt journeys and handover to human agents across channels including voice.

    company · accessed 2026-07-13
  25. Instagram automation

    Instagram automation connects ads, posts and reels to Direct Messenger, supports product purchase and payment integration, order tracking, return requests, rich menus/media, AI Agents, templates, analytics and live-agent handover.

    company · accessed 2026-07-13
  26. WhatsApp for Shopify

    The current native Shopify app promises no-code setup in minutes, trigger-based WhatsApp automation from abandoned-cart, order and query events, Shopify-derived segmentation, catalogs, checkout, order updates, repeat-purchase nudges and AI support.

    company · accessed 2026-07-13
  27. Gupshup integrations

    The integration surface advertises 500+ integrations across marketing, ecommerce/D2C, CRM, support, payments and custom connectors. Named current integrations include Salesforce Marketing Cloud, MoEngage, CleverTap, Oracle Responsys, WebEngage, Bloomreach and Braze.

    company · accessed 2026-07-13
  28. WhatsApp API self-serve pricing

    Gupshup discloses a standard USD 0.001 fee per incoming or outgoing text message, Meta message charges at actuals, free qualifying media, USD 0.0001 per second for user- and business-initiated voice calls, and quote-based enterprise pricing.

    company · accessed 2026-07-13
  29. India Conversation Cloud pricing

    The current India offer displays INR 5,000 per month, free for the first three months as a limited-time offer, plus INR 0.32 per incoming or outgoing Gupshup message and Meta template charges at actuals. It includes up to five bot journeys, five users, campaigns, shared inbox, customer profiles, analytics, APIs and webhooks.

    company · accessed 2026-07-13
  30. Gupshup raises over USD 60 million

    Gupshup announced over USD 60 million of combined equity and debt from Globespan Capital Partners and EvolutionX Debt Capital to expand AI Agents and messaging across India, the Middle East, Latin America and Africa.

    company · accessed 2026-07-13
  31. Gupshup raises USD 100 million from Tiger Global

    Beerud Sheth announced a USD 100 million funding round led by Tiger Global to accelerate R&D and global conversational-messaging expansion.

    company · accessed 2026-07-13
  32. Gupshup raises an additional USD 240 million

    Gupshup announced an additional USD 240 million from Fidelity, Tiger Global, Think Investments, Malabar, Harbor Spring, Neuberger Berman-managed accounts, White Oak and Neeraj Arora. Part funded employee and investor liquidity and part funded growth.

    company · accessed 2026-07-13
  33. Gupshup conversational buyer app for ONDC

    Gupshup announced a beta WhatsApp conversational buyer app for ONDC that let consumers discover, browse and buy commerce and food items from ONDC sellers. The release said enterprise availability would follow, so current general availability is not established.

    company · accessed 2026-07-13
  34. Gupshup acquires AskSid

    Gupshup acquired AskSid to add retail and ecommerce domain AI, product guidance and conversational shopping expertise. Transaction terms were not disclosed.

    company · accessed 2026-07-13
  35. Gupshup acquires OneDirect

    Gupshup acquired OneDirect to add a unified omnichannel Agent Assist inbox, configurable service workflows, CRM/helpdesk integration, social monitoring and feedback capabilities. Transaction terms were not disclosed.

    company · accessed 2026-07-13
  36. Gupshup acquires Active.Ai

    Gupshup acquired Active.Ai to add conversational banking across voice, video and messaging, financial-services integrations and prebuilt BFSI use cases. Transaction terms were not disclosed.

    company · accessed 2026-07-13
  37. Gupshup acquires Knowlarity

    Gupshup acquired Knowlarity to add cloud telephony, contact-center automation and voice capabilities. Transaction terms were not disclosed.

    company · accessed 2026-07-13
  38. Gupshup acquires Dotgo

    Gupshup acquired Dotgo to add RCS Business Messaging, carrier connectivity, simple APIs, RBM hub and operator ecosystem capabilities. Transaction terms were not disclosed.

    company · accessed 2026-07-13
  39. Official Gupshup case-study sitemap

    The live official sitemap enumerated 47 distinct case-study URLs. The visible case hub showed 32 of them, so sitemap-only live entries were retained to avoid understating the official archive.

    company · accessed 2026-07-13
  40. Gupshup documentation hub

    Official docs cover WhatsApp self-serve, bot platform and studio, analytics, goals, integrations, SMS, RCS, click-to-call, outbound and inbound calling and inbound call-center flows. No official MCP client or server documentation was found in the capped inventory.

    company · accessed 2026-07-13
  41. RCS API introduction

    The RCS API lets enterprise developers send rich RCS messages and build RBM conversational agents, including order confirmations, delivery tracking actions and customer-support links.

    company · accessed 2026-07-13
  42. Gupshup ISV partner program

    Gupshup operates an ISV partner program for embedding WhatsApp and conversational capabilities, with a per-message pricing model and partner onboarding. No direct Shiprocket listing is present in the retained official surfaces.

    company · accessed 2026-07-13
  43. 6thStreet case study

    Named vendor case: 6thStreet reports 5–8x ROAS in the title, an 8x result panel, 5x abandoned-cart conversion, 8% recency improvement and WhatsApp reach to 97% of its customer base.

    company · accessed 2026-07-13
  44. AECC Global case study

    Named vendor case: AECC reports 60–70% WhatsApp opens versus 10% email, 65% lead coverage versus 15% email, about 500,000 students reached monthly and eight-country onboarding in 30–45 days. Customer quote calls the open-rate movement a 600% engagement increase.

    company · accessed 2026-07-13
  45. AkzoNobel case study

    Named vendor case: the Dulux Promise virtual advisor handled 100% of campaign claims and 85% of engagements without human involvement, increased engagement time to 4+ minutes and supported 15+ languages across 20+ countries. It registered and validated claims and issued replacement e-vouchers.

    company · accessed 2026-07-13
  46. Arha Media case study

    Named vendor case: Arha reports 3–4 million campaigns/messages monthly, 10% repeat subscriptions, 38% read rate, nearly 10,000 WhatsApp payers and a panel 5% payment-message conversion versus 4–5% in body copy.

    company · accessed 2026-07-13
  47. Axis Bank case study

    Named vendor case: Axis Aha! reports 20 million+ queries, 97% accuracy, 40x user growth and 50x transaction-volume growth. The assistant handles account and card actions, fund transfers, bill pay, cheque-book orders and loan applications with bank authentication controls.

    company · accessed 2026-07-13
  48. Azadea customer-support case study

    Named vendor case: Azadea reports 58% higher bot resolution, 35,000+ queries in four months, 12,000+ in December and 72–80% first-contact resolution for top brands after unifying 25+ brands on WhatsApp.

    company · accessed 2026-07-13
  49. Azadea marketing case study

    Named vendor case: Azadea reports about 40% higher CTR and 30% higher read rate than SMS and approximately 8–15x campaign ROI across a 25+ brand MENA portfolio.

    company · accessed 2026-07-13
  50. Britannia case study

    Named vendor case: Britannia reports about 50,000 verified leads, three times target and 16 messages per conversation for a personalized WhatsApp launch experience.

    company · accessed 2026-07-13
  51. ZEISS case study

    Named vendor case: ZEISS reports 60% CTR, 25% journey completion, 70% lower acquisition cost and 96% lead retargeting. A customer quote instead says 60% higher CTR, creating an unresolved level-versus-lift contradiction.

    company · accessed 2026-07-13
  52. CARS24 case study

    Named vendor case: CARS24 reports 8% conversion, 80% bot handling and 60% reduction. The headline calls the 60% measure lower agent cost, while customer testimony describes fewer inquiries versus the prior chatbot.

    company · accessed 2026-07-13
  53. Chief Electoral Officer Madhya Pradesh case study

    Named vendor case: the 2023 election assistant reports 1.2 million citizen interactions, 65,000 polling officers with 95% responses within 15 minutes and guidance to 200,000 people for registration or ID correction.

    company · accessed 2026-07-13
  54. Danone case study

    Named vendor case: Danone reports 93% campaign engagement automation, 90% answer rate and 83% self-service during non-office hours for loyalty and early-life nutrition support, with human handoff for urgent guidance.

    company · accessed 2026-07-13
  55. Dot & Key case study

    Named vendor case: Dot & Key reports 650+ daily calls, 80% AI resolution, 50% shorter call duration and 3.78% lower support cost. Voice AI integrates with CRM, logistics and payment systems for order, delivery, refund and return updates with escalation.

    company · accessed 2026-07-13
  56. Doubtnut case study

    Named vendor case: Doubtnut reports about 224% daily-user growth in under one year, 260% learner-engagement growth and 1.8 million daily WhatsApp messages, primarily for learners in India's tier-2 and tier-3 cities.

    company · accessed 2026-07-13
  57. Anonymous fashion ecommerce case study

    Anonymous quantified case: a large India fashion ecommerce company reports 10% lower support cost, 45% self-service, 90% chat CSAT versus 50% before, 70,000–90,000 daily interactions and CRM-embedded agent chat.

    company · accessed 2026-07-13
  58. Anonymous global wellness brand case study

    Anonymous quantified case: an herbal wellness brand reports 700+ automated conversation hours monthly, 70% queries resolved within two months, 5 of every 100 conversations converting to orders within seven days and engagement time over four minutes. These figures appear copied into several unrelated named case panels.

    company · accessed 2026-07-13
  59. Anonymous fintech messaging case study

    Anonymous quantified case: a fintech reports an 85% increase in delivery of critical transaction messages after a reported 70% decline caused by SMS/DLT constraints.

    company · accessed 2026-07-13
  60. Anonymous food-delivery onboarding case study

    Anonymous quantified case: a global restaurant aggregator reached 10,000+ potential delivery executives through WhatsApp and says 30% initiated onboarding payments; response and onboarding time improved but no exact value is supplied.

    company · accessed 2026-07-13
  61. Anonymous cooperative bank case study

    Anonymous quantified case: an urban India cooperative bank reports 42% lower dependence on support calls and 1.5x higher retention and engagement after WhatsApp notifications and missed-call opt-in.

    company · accessed 2026-07-13
  62. Anonymous India commerce-support case study

    Anonymous qualitative case: an Indian commerce-solutions company deployed a WhatsApp chatbot and multi-agent dashboard and reports lower turnaround time than phone/toll-free support, without quantifying the result.

    company · accessed 2026-07-13
  63. Anonymous India information-systems case study

    Anonymous quantified case: an Indian information-systems company automated SFTP data entry for close to 40 lakh records daily and received message/status search visibility.

    company · accessed 2026-07-13
  64. Anonymous RBI-registered NBFC case study

    Anonymous quantified case: an RBI-registered NBFC reports reducing loan processing from two days to three minutes through a fully managed WhatsApp solution with two-way messaging, menus, opt controls and dashboards.

    company · accessed 2026-07-13
  65. Anonymous Austrian skinwear case study

    Anonymous quantified case: a luxury Austrian skinwear brand reports a 3% increase in quarterly online sales for one category, serving 15+ countries and 100+ languages with search, size finder, virtual advisors and voice assistants.

    company · accessed 2026-07-13
  66. HDFC Securities case study

    Named qualitative case: HDFC Securities' Arya assistant supports equity buy/sell, mutual-fund and IPO applications, stock quotes, portfolio analysis and recommendations across web, app and Facebook Messenger. The story gives no quantified outcome.

    company · accessed 2026-07-13
  67. Homecentre case study

    Named vendor case: Homecentre reports 20–30x WhatsApp ROAS, 55–60% read rate and 7–8x ROAS versus other paid channels; title copy says 20x+.

    company · accessed 2026-07-13
  68. Housing.com case study

    Named vendor case: body copy reports 54% open rate versus 10% email, 1.8x conversion, 60% feedback collection, about 2.5 million monthly conversations and 12% journey completion. The metric panel contains labels and values copied from AECC and a wrong election-case headline.

    company · accessed 2026-07-13
  69. Schneider Electric case study

    Named vendor case: Schneider reports 3x conversion, 1.5x add-to-cart and 50% lower ordering time, with handwritten quotation-to-cart digitization taking about 90 seconds.

    company · accessed 2026-07-13
  70. IndusInd Bank case study

    Named qualitative case: IndusInd deployed conversational banking through Gupshup and Amazon Alexa and received a Finacle client innovation award. Its displayed 10x ROI, USD 500,000 sales and 57% CTR are copied from Tata CLiQ and are excluded as banking outcomes.

    company · accessed 2026-07-13
  71. Khan Academy case study

    Named qualitative education case. Its displayed 700 hours, 70% questions and five-order-conversion metrics duplicate the anonymous wellness case and are incongruent with the story, so they are preserved only as page contamination.

    company · accessed 2026-07-13
  72. Kotak Mahindra Bank case study

    Named vendor case: Kotak Keya reports 100 million logged interactions, 93% AI accuracy, 1 million+ monthly users/service requests, 3 million users answered, 7.2 million cumulative service requests, 95,000+ questions and 60% monthly repeat users. Title text separately says 3.5 million monthly queries.

    company · accessed 2026-07-13
  73. MPMKVVCL case study

    Named vendor case: the Madhya Pradesh electricity utility reports 3.5 million messages monthly, 15,000–20,000 daily users and reach to about one-third of a five-million-connection base.

    company · accessed 2026-07-13
  74. MTV case study

    Named vendor case: an MTV conversational experience reports 37,500 unique users in six months, 26% repeat engagement and 99 messages per user.

    company · accessed 2026-07-13
  75. Nivea case study

    Named vendor case: Nivea/Beiersdorf reports an 8.4-point brand-recall lift, 86% messaging completion and 34,000+ qualified prospects from a May–August 2024 skincare consultation. The footer incorrectly labels the industry as sports.

    company · accessed 2026-07-13
  76. NoBroker conversational ads case study

    Named vendor case: the current ads story reports 4x CTR, 50% lower activation/listing cost and 30% incremental reach. A heading and supporting numbers separately repeat the older NoBroker support story's 20x ROI and three-day-to-six-minute listing workflow.

    company · accessed 2026-07-13
  77. NoBroker conversational support case study

    Named vendor case: NoBroker reports 20x annual ROI, 2.8x properties sold or let, listing time reduced from three days to six minutes and 88% opt-in. The challenge section contains an unrelated corporate-banking heading.

    company · accessed 2026-07-13
  78. Ola case study

    Named qualitative case: Ola's conversational deployment is described across 250+ cities, 1.5 million driver partners and 2 million daily users. The page's 700-hour, 70% and five-order panel duplicates the anonymous wellness case and is excluded as an Ola outcome.

    company · accessed 2026-07-13
  79. OYO case study

    Named qualitative case: OYO reports conversational engagement across 80 countries and full reach across five key markets. Its 700-hour, 70% and five-order panel duplicates the anonymous wellness case and is excluded as an OYO outcome.

    company · accessed 2026-07-13
  80. Rajasthan Royals case study

    Named vendor case: Rajasthan Royals reports 50% of merchandise orders attributed to WhatsApp in one season, 4x sales, 2x order-to-visit, 3x engagement versus SMS, 7x versus email and 60% first-party-data growth across a 5 million+ audience.

    company · accessed 2026-07-13
  81. Reserva case study

    Named vendor case: Reserva reports 7x product-sales ROI, 4x engagement lift and 81.8% open rate from targeted WhatsApp marketing.

    company · accessed 2026-07-13
  82. Sharaf DG case study

    Named vendor case: Sharaf DG reports 4x ROAS, 34% lower cost per lead, 43% higher lead qualification, more than 95% message delivery and 70% read rate.

    company · accessed 2026-07-13
  83. Standard Chartered case study

    Named qualitative case: Standard Chartered's Straight2Bank web assistant runs in 43+ markets, 4+ languages and 200+ user stories with payment inquiries, technical support, MT103 downloads and live-chat handoff. Outcome improvements are unquantified.

    company · accessed 2026-07-13
  84. Swiggy case study

    Named vendor case: Swiggy reports 2.3x higher engagement, 7% WhatsApp CTR versus 2–3% email, 5x CTR over email and 1.5x reactivation versus other channels. Customer testimony separately says overall WhatsApp engagement is up 5x versus app push and email.

    company · accessed 2026-07-13
  85. Anonymous Swiss fashion case study

    Anonymous quantified case: a Swiss luxury fashion brand reports 8.5% assistant-influenced order conversion versus 5% search and 0.57% website conversion, and one in three conversations creating a size profile.

    company · accessed 2026-07-13
  86. Tata CLiQ case study

    Named vendor case: Tata CLiQ reports 10x ROI versus conventional channels, USD 500,000 in WhatsApp-attributed sales in one month, 57% CTR and 1.7x greater purchase likelihood for website visitors from WhatsApp.

    company · accessed 2026-07-13
  87. Tonik Bank case study

    Named vendor case: Tonik reports 75% autonomous resolution, 95% AI accuracy, 4.3x care productivity, nine of ten queries in in-app chat, interaction volume 2.5x, and an expected USD 20 million cost saving over three years. The savings is a projection, not achieved revenue.

    company · accessed 2026-07-13
  88. Treebo case study

    Named vendor case: Treebo reports 66% lower human-agent dependency, 60% lower call volume and 93% monthly staff engagement/training across a 4,000+ staff context.

    company · accessed 2026-07-13
  89. Wow! Momo case study

    Named vendor case: Wow! Momo reports 40% of business from repeat orders, 55% of orders through direct channels including WhatsApp and outlets, 2.9 million opt-ins and deployment across 600+ outlets in 30+ cities.

    company · accessed 2026-07-13

Known unknowns

  • complete_founder_rosterCurrent official leadership copy names only Beerud Sheth as Co-Founder and CEO.
  • current_ownership_and_cap_tableFunding announcements identify investors but not current control or ownership percentages.
  • canonical_total_fundingKnown releases mix primary capital, liquidity and debt and do not publish a lifetime total.
  • revenue_profitability_and_valuationNo retained permitted source discloses them.
  • enterprise_contract_sizeOnly self-serve and India entry pricing are public; enterprise contracts are quote-based.
  • current_ondc_general_availabilityThe retained release describes a beta and future enterprise availability only.
  • native_mcp_supportNo MCP documentation was found in the capped official docs inventory.
  • multi_agent_coordination_and_generic_approval_gatesThe platform documents multiple agent types, guardrails and human handoff, not explicit agent-to-agent delegation or configurable pre-action human approval.
  • native_cod_ndr_rto_remittance_and_financing_executionNo retained official source establishes these merchant operations.
  • security_certification_scopeCertification logos are displayed but retained text does not enumerate current certification names, scopes or dates.
  • case_metric_truthVendor case pages omit formula/cohort detail and contain multiple conflicting or copied metric panels.
  • shiprocket_relationshipNo official relationship or integration evidence was found in the capped inventory.