Startup Deep Dive : Wingman — the sales AI startup Clari acquired without ever disclosing a price

In June 2022, a 57-person sales-software company in Bengaluru was folded into a Silicon Valley revenue platform in a deal neither side would put a number on. That company, Wingman, had by then recorded, transcribed and coached what one report described as “more than 40 years’ worth” of sales calls since it started — yet its own founders had spent their first year and a half building something else entirely.

Wingman began life as Strings.ai, a conversational-AI bet that didn’t find its market. The team that eventually built a real business did it by throwing out the product and keeping only the instinct: that sales conversations were the richest, least-used data a company owned. This is the story of how three engineers-turned-founders went from an unnamed pivot to an acquisition by Clari, and why getting bought fast turned out to be the win, not the consolation prize.

Quick facts

What they do

Wingman built software that sits inside a sales team’s video calls and CRM the way a silent colleague would: it joins Zoom, Microsoft Teams or Google Meet calls as a participant, records and transcribes the conversation, and then mines that transcript for the moments that matter — a competitor’s name, a pricing objection, a question the rep fumbled. Reps got real-time prompts, or “battlecards”, while the call was still live; managers got searchable recordings and coaching reports afterward. The buyer was the same everywhere: B2B sales organisations, mostly software companies, who needed a way to see what actually happened on a call rather than trust a rep’s notes in Salesforce (Forbes India, December 2020; Y Combinator company page).

The origin

The founding insight came from the gap between two worlds that rarely spoke to each other inside a company. Shruti Kapoor had worked in investment banking before moving into go-to-market roles at Payoneer’s India business, where she sat close enough to sales conversations to notice that marketing and product teams were making decisions blind to what customers actually said on calls. Muralidharan Venkatasubramanian had left an engineering job at Google to build something in India; Srikar Yekollu, who knew him from their time there, had since moved through Amazon, Google and Uber before the two reconnected. Together the three of them landed on a simple thesis: sales calls were the most information-dense asset a revenue team had, and almost none of it was being captured, searched or reused (Forbes India, December 2020; SaaSBoomi podcast interview with Shruti Kapoor).

That thesis did not arrive fully formed as “Wingman”. The team’s first venture together was Strings.ai, built around 2017, with Yekollu on board as CTO from August that year. It did not find a market. What survived the reset was not a product but a conviction — that conversational data, applied specifically to B2B sales calls, was the wedge worth building around — and in 2018 that conviction became Wingman (data on Strings.ai/Yekollu tenure per company-profile aggregator Golden, cross-referenced with LinkedIn; Y Combinator company page for the 2018 founding date).

The struggle years

By December 2020, two years after the pivot, Wingman had a commercially live product for about 18 months and a team of 11 people — hardly the trajectory of an overnight hit. The company had gone through Y Combinator’s Summer 2019 batch, which forced an early version of the product in front of paying customers, but growth in India’s enterprise SaaS scene came with a specific, disclosed constraint: Kapoor told Forbes India that capital availability “declined significantly” for Indian deep-tech and SaaS startups once they moved past a Series A. Wingman’s own customer base reflected the same asymmetry: most of its India-based clients were themselves companies selling into the US, and the startup was planning a US customer-facing office rather than doubling down on India as a revenue market (Forbes India, December 2020).

That is a quieter kind of struggle than a near-death funding crunch, but it was a real one: a technically strong, YC-backed product built by a founding team with Google, Amazon and Uber pedigrees still had to fight for capital and for a market that trusted an India-built vendor to sell into the US at all. The company’s public funding trail backs this up — a single disclosed seed round, dated 21 August 2019, with no announced Series A or later round ever surfacing in funding trackers before the acquisition (Tracxn company profile).

The turning point

The turning point was not a crisis; it was an acquisition Wingman’s founders chose to say yes to while the company was still growing fast. By the time Clari announced the deal on 15 June 2022, Wingman had scaled to 57 employees, more than 200 customers, and — per LinkedIn data cited by industry analyst GZ Consulting in October 2022 — had doubled its annual recurring revenue in just the six months before the deal closed. On the other side of the same event: Wingman disappeared as an independent brand within months, folded into Clari’s Revenue Platform and eventually renamed Clari Copilot (Inc42, June 2022; Clari press materials via DestinationCRM and PrivSource, June 2022).

Clari itself was not a small buyer. It had raised roughly $225 million in funding only about six months before making the Wingman acquisition, and it wanted conversation intelligence — the ability to mine calls, not just CRM fields, for revenue risk — as a core layer of its forecasting platform. Terms of the Wingman deal were never disclosed by either side. On the SaaSBoomi podcast, Kapoor described the founders as having actively welcomed an early acquisition rather than pushing for a longer independent run, citing multiple reasons for the decision without putting a number on any of them (SaaSBoomi podcast interview; Inc42, June 2022).

The money behind it

• Y Combinator — accepted Wingman into its Summer 2019 batch, providing the accelerator’s standard seed capital and a Silicon Valley customer and investor network at a stage when the company had barely relaunched under the Wingman name (Y Combinator company page).
• Speciale Invest — an India-focused deep-tech seed investor named in Forbes India’s December 2020 profile as a backer during the company’s early US-market push.
• Arali Ventures — listed as Wingman’s most recent institutional investor ahead of the Clari acquisition (Crunchbase company record).
• First Principles, Venture Highway and VentureSouq — additional seed-stage backers named on First Principles’ own portfolio page for the company.
• Total raised — trackers Tracxn and aggregated funding databases put Wingman’s disclosed lifetime funding at a reported $150,000 across a single seed round dated 21 August 2019; neither Wingman nor its investors ever confirmed a public number, and no later round was ever announced (Tracxn company profile).
• Latest valuation — never disclosed at any funding stage or at acquisition (Tracxn; Inc42, June 2022).

What stands out is the gap between that thin, mostly undisclosed capital base and the outcome: a company that, on public trackers, looks like it ran on a single seed round scaled to 57 employees and a doubling ARR before being bought by a well-funded US platform. Either Wingman raised more than the public record shows, or it grew unusually capital-efficiently off a small base — the record does not let us say which with certainty, so both are noted here rather than one asserted as fact.

How it makes money

Wingman sold software-as-a-service, priced per sales representative rather than per company, which is the standard unit economics model for sales-enablement tools: revenue scales automatically as a customer’s sales team grows, without a separate negotiation each time.

• Pricing — plans started at $60 per sales representative per month, with the company advertising no hidden setup fees and no minimum seat count (GZ Consulting, October 2022, citing Wingman’s pricing page).
• What’s free — sales managers and call “observers” were not charged as seats, which lowered the cost of getting a deal approved by a VP of sales who wanted visibility without paying for it (GZ Consulting, October 2022).
• Distribution dependency — the product only worked by plugging into a customer’s existing stack: CRMs (Salesforce, HubSpot, Pipedrive), sales-engagement tools (Outreach, Salesloft), conferencing software (Zoom, Microsoft Teams, Google Meet) and dialers (RingCentral, Dialpad and others). Revenue depended on staying certified and integrated across all of them (GZ Consulting, October 2022).
• What people get wrong — the product is often filed under “call recording”, but the actual value, and the thing customers paid a per-seat premium for, was the real-time coaching layer during a live call, not the after-the-fact transcript archive. Wingman’s own pricing model — a subscription tied to headcount rather than call volume — reflects that the sale was ongoing coaching infrastructure, not storage.

No published source discloses Wingman’s gross margin, cost of goods sold, or take rate — as a privately held, VC-backed company it never filed the kind of statutory accounts that would reveal them, and none of the reporting on its acquisition included that detail. That figure is cut here rather than estimated.

The numbers

Wingman never published an income statement. As a private, foreign-owned technology company that was acquired before any obligation to disclose Indian statutory financials became public record in the sources available for this piece, there is no verified three-year revenue-and-profit table to show — inventing one would violate the basic premise of this article. What is documented, from the founders’ own account and from data reported at the time of acquisition, is a run of growth milestones:

Read together, the shape is of a company that took roughly two and a half years to find real commercial traction, then compressed the next several multiples of growth into a much shorter window — a pattern consistent with a product that had finally found repeatable product-market fit after its founders had already spent a year-plus on an earlier, unsuccessful bet.

Where the money comes from

The geographic split is the most underappreciated fact about Wingman: it was engineered in India but monetised largely outside it.

• Product and engineering — built and run out of Bengaluru, India, from founding in 2018 through the 2022 acquisition (Forbes India, December 2020; Y Combinator company page).
• Revenue geography — Forbes India reported in December 2020 that even Wingman’s India-based clients were themselves companies selling into the US market, and that Wingman was planning a dedicated US customer-facing office rather than expanding its India go-to-market team.
• Customer segment — B2B software and services sales teams specifically, not sales organisations in general; the product’s integrations (Salesforce, HubSpot, Outreach, Zoom) are tools associated with software sales motions rather than, say, field or retail sales (GZ Consulting, October 2022).
• The surprise — an India-built, India-headquartered product whose entire commercial thesis depended on cracking the US enterprise SaaS market rather than India’s own sales-tech buyers, at a time when “sell to America from Bengaluru” was still a minority strategy among India’s SaaS startups.

The risks

• Capital scarcity beyond seed stage — Kapoor herself flagged this as a live constraint in December 2020, telling Forbes India that funding availability for Indian SaaS and deep-tech startups fell sharply past the Series A stage. Mechanism: a company that cannot raise a growth round either slows its hiring and go-to-market spend or must find an earlier exit than it might otherwise choose — which is close to what ultimately happened (Forbes India, December 2020).
• Platform dependency — Wingman’s product existed only as an integration layer on top of other companies’ infrastructure: Zoom, Microsoft Teams, Google Meet for conferencing; Salesforce, HubSpot, Pipedrive for CRM; Outreach and Salesloft for sales engagement; RingCentral and Dialpad for calling. Mechanism: any of those platforms tightening third-party access to call audio or transcripts, or launching a competing native feature, could cut off a distribution channel Wingman did not control (GZ Consulting, October 2022).
• Thin, undisclosed capital base — public trackers show only a single seed round, reportedly around $150,000, with no announced Series A before the acquisition. Mechanism: a company scaling to 57 staff and doubling ARR on that public record either faced real constraints on how much runway it had to make mistakes, or was operating with financing the public record simply never captured — either way, a company this thinly documented gives outside observers less ability to judge its financial resilience than a well-funded, well-covered peer would (Tracxn company profile).

The takeaway

Wingman’s arc does not read like the startup stories that get mythologised — no dramatic near-bankruptcy, no unicorn valuation, no IPO bell. It reads like something more common and more instructive: a founding team that built the wrong product first, kept only the insight, rebuilt around sales conversations specifically, and then, the moment the growth curve turned convincingly upward, chose to sell rather than keep pushing for independence. The lesson is not that acquisitions are always the right call. It is that “getting bought early” and “failing” are not the same event, and founders who can tell the two apart — using their own numbers, not a story about scale for its own sake — sometimes make the more disciplined choice by selling into strength instead of waiting to find out whether the next six months of growth would have held up on their own.

Frequently asked questions

What did Wingman do?

Wingman made AI software that joined sales calls on Zoom, Microsoft Teams or Google Meet, recorded and transcribed them, and surfaced real-time coaching prompts to reps along with searchable call analytics for managers, integrated with CRMs like Salesforce and HubSpot (Forbes India, December 2020; GZ Consulting, October 2022).

Is this the same Wingman as other apps or products with that name?

No. This Wingman was the Bengaluru-founded sales conversation-intelligence startup acquired by Clari in 2022 and later rebranded Clari Copilot. The name is also used by unrelated products, including a business-card-scanning app once linked to a company called Skroot, and by an autonomous-agent product launched separately by the startup Emergent in 2026 — neither is connected to the company covered here.

Who founded Wingman and when?

Shruti Kapoor, Muralidharan Venkatasubramanian and Srikar Yekollu founded Wingman in 2018 in Bengaluru, pivoting from an earlier venture called Strings.ai (Y Combinator company page; Forbes India, December 2020).

How much did Clari pay to acquire Wingman?

The financial terms were never disclosed. The deal closed on 15 June 2022, with Wingman reported to have around 57 employees and more than 200 customers at the time (Inc42, June 2022; PrivSource deal record).

What happened to Wingman after the acquisition?

It was integrated into Clari’s Revenue Platform and rebranded Clari Copilot. Co-founder Shruti Kapoor continued leading the unit within Clari, according to a 2022 Forbes India podcast interview. As of September 2026, Clari’s broader product suite, including the former Wingman technology, is offered under the Salesloft brand following a corporate combination between the two companies (Salesloft.com, accessed September 2026).

Sources

Figures are as of September 2026. Currency converted at $1 ≈ ₹96.0 as of 18 September 2026 (Trading Economics).

• Forbes India, “Why India’s deep tech startups are in the deep end”, December 2020
• Y Combinator, Wingman company profile (Summer 2019 batch), accessed September 2026
• Inc42, “US-Based Clari Acquires SaaS Platform Wingman For An Undisclosed Amount”, June 2022
• GZ Consulting, “Clari Acquires and Integrates Wingman into its Revenue Intelligence Platform”, October 2022
• PrivSource, “Clari Acquires Wingman to Add Conversation Intelligence to Its Revenue Platform”, deal record, June 2022
• DestinationCRM, “Clari Acquires Wingman and Unveils Revenue Collaboration & Governance”, June 2022
• SaaSBoomi podcast, “From building a Conversation Intelligence SaaS to getting acquired by Clari”, interview with Shruti Kapoor
• Tracxn, Wingman company funding profile, accessed September 2026
• Crunchbase, Wingman company profile, accessed September 2026
• First Principles VC, Wingman portfolio page, accessed September 2026
• Golden (company data aggregator), Strings.ai company profile, accessed September 2026
• Salesloft.com, Clari-Salesloft corporate combination page, accessed September 2026

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