Jobs in India

Conversion Operations Associate in India

76 active opportunities · Updated October 2026

Explore current conversion operations associate jobs across India. Filter by work mode, employment type, experience, department, date posted and distance.

AI
📍 India· Remote
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

About AlphaSense: The world’s most sophisticated companies rely on AlphaSense to remove uncertainty from decision-making. With market intelligence and search built on proven AI, AlphaSense delivers insights that matter from content you can trust. Our universe of public and private content includes equity research, company filings, event transcripts, expert calls, news, trade journals, and clients’ own research content. The acquisition of Tegus by AlphaSense in 2024 advances our shared mission to empower professionals to make smarter decisions through AI-driven market intelligence. Together, AlphaSense and Tegus will accelerate growth, innovation, and content expansion, with complementary product and content capabilities that enable users to unearth even more comprehensive insights from thousands of content sets. Our platform is trusted by over 6,000 enterprise customers, including a majority of the S&P 500. Founded in 2011, AlphaSense is headquartered in New York City with more than 2,000 employees across the globe and offices in the U.S., U.K., Finland, India, Singapore, Canada, and Ireland. Come join us! Role Summary: AlphaSense is seeking multiple skilled transcript editors to join our team and contribute to the seamless conversion of recorded events (interviews, webcasts, phone calls, etc.), into accurate and organized transcripts for use by AlphaSense’s clients. The ideal candidate will possess exceptional listening skills, solid English grammar skills, the ability to work quickly and efficiently while delivering a high quality product, and strong attention to detail. The role principally entails editing transcripts to match audio files verbatim, correctly identifying speaker names, product names, and numbers, as well as correcting grammar and punctuation, all within tight turnaround times. Roles & Responsibilities: Review, edit, and proofread transcripts for accuracy, clarity, and adherence to company standards and format. Ident

AIExcelFinanceRecruitment
D
📍 Mumbai, India· Full-time
✓ Quality checked

About DevRev At DevRev, we're building the future of work with Computer – your AI teammate. Unlike traditional tools, Computer unifies all your data sources, tools, and workflows into a single AI-ready platform, giving employees real-time insights, proactive suggestions, and powerful agentic actions. It extends your existing software with AI-native apps and agents that work alongside your teams and customers – updating workflows, coordinating across teams, and eliminating repetitive work. We call this Team Intelligence: human-AI collaboration that breaks down silos, brings people back together, and frees you to solve bigger problems. Backed by Khosla Ventures and Mayfield with $150M+ raised, DevRev is trusted by global companies across industries. Job Description We are an untraditional SaaS revenue organization, built to support a rapidly scaling technology start-up driven by product-led-growth and sales (PLG / PLS). Specific responsibilities for account executives include nurturing larger named accounts & enterprise customers - who are looking for a better way to connect with their customers and find product market fit. You will work closely with customers end-to-end throughout their lifecycle - from concept to technical requirements, implementation, adoption, expansion, and paid. This is truly an expansive sales responsibility that spans selling, success, and support. Activities related to this role will, for example, include: Expand outreach to existing rolodex and new opportunities, working with BDRs Relentlessly manage customer followup and your own pipeline, against quotas Work with our Growth team to increase product awareness Nurture and follow up with customers to share relevant use cases, find key decision makers, and gather requirements Guide customers through implementation plans to further adoption and drive paid conversion Work with our Product and Engineering to share feedback and feature requests Create content and refine scripts to suppor

AIGoRustHR
D
📍 Bengaluru, India· Full-time
✓ Quality checked

About DevRev At DevRev, we're building the future of work with Computer – your AI teammate. Unlike traditional tools, Computer unifies all your data sources, tools, and workflows into a single AI-ready platform, giving employees real-time insights, proactive suggestions, and powerful agentic actions. It extends your existing software with AI-native apps and agents that work alongside your teams and customers – updating workflows, coordinating across teams, and eliminating repetitive work. We call this Team Intelligence: human-AI collaboration that breaks down silos, brings people back together, and frees you to solve bigger problems. Backed by Khosla Ventures and Mayfield with $150M+ raised, DevRev is trusted by global companies across industries. Job Description We are an untraditional SaaS revenue organization, built to support a rapidly scaling technology start-up driven by product-led-growth and sales (PLG / PLS). Specific responsibilities for account executives include nurturing larger named accounts & enterprise customers - who are looking for a better way to connect with their customers and find product market fit. You will work closely with customers end-to-end throughout their lifecycle - from concept to technical requirements, implementation, adoption, expansion, and paid. This is truly an expansive sales responsibility that spans selling, success, and support. Activities related to this role will, for example, include: Build outreach to existing rolodex and new opportunities. Relentless manage customer followup and your own pipeline, against quotas. Work with our Growth team to increase product awareness. Nurture and follow up with customers to share relevant use cases, find key decision makers, and gather requirements. Guide customers through implementation plans to further adoption and drive paid conversion. Work with our Product and Engineering to share feedback and feature requests. Create content and refine scripts to support the customer journey

AIGoRustHR
P
📍 India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

About Us Pearl is AI for professional services at global scale, combining advanced AI with verified human expertise to deliver help that is accurate, accountable, and fast. Since 2003, our network has connected millions of customers with licensed professionals across 196 countries, making real expertise available anytime, anywhere. Our Values Data driven: Start with truth, measure what matters. Courageous: Bias to action; run toward hard problems. Innovative: Seek novel, elegant solutions. Lean: Do more with less. Build, ship, learn fast. Humble: Strong opinions, lightly held. About the Role We’re looking for a Group Product Manager, Customer Acquisition to lead a portfolio of high-impact B2C growth products and develop a team of Product Managers. This leader will partner across Product, Engineering, Marketing, Design, and Analytics to identify meaningful customer and business opportunities, translate them into clear strategies, and deliver measurable improvements in growth, conversion, profitability, and customer lifetime value. This is a hands-on leadership role for someone who can operate at multiple altitudes: setting portfolio direction, coaching PMs, shaping senior-level decisions, and helping teams move quickly from insight to measurable learning. What You’ll Do Set a clear product strategy and portfolio of opportunities across multiple product teams. Lead and mentor 4 Product Managers (2 PMs and 2 SPMs), including hiring, coaching, performance management, career development, and raising the quality of product thinking. Coach PMs on customer discovery, strategic thinking, experimentation, execution, and business impact. Partner with functional leaders to set priorities, allocate resources, and resolve cross-team dependencies and trade-offs. Improve the quality and speed of product decision-making, helping teams move from customer insights to validated learning efficiently. Enable PMs to operate with autonomy while maintaining alignment and accountabilit

AIMarketingLeanHR
GR
📍 Gurugram, Haryana, India· Full-time
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

University Recruiter About Graviton : Graviton Research Capital is a global quantitative trading and investment firm driven by technology, mathematics and rigorous problem-solving. We bring together exceptional talent across quantitative research, software engineering and technology to solve some of the most challenging problems in the industry. Our university talent ecosystem is one of the most important engines for building Graviton's future — and one of the most operationally demanding to run well. The Role : We are looking for a campus talent professional who can both think in systems and execute in detail — someone who can shape how Graviton identifies, engages, assesses and converts exceptional early-career talent, and who is equally comfortable owning the on-the-ground execution that makes a hiring cycle run without friction. Depending on experience, this role can be scoped as a hands-on execution owner running the campus hiring engine end-to-end, or as a strategic owner architecting the assessment frameworks, university strategy and program design that the engine runs on — in both cases, you will partner closely with Quant and Tech leaders and be accountable for the full lifecycle: university outreach, assessments, internships, PPO conversion and onboarding. What You Will Own Campus Talent Strategy & Ecosystem Building Build and maintain relationships with priority institutions (IITs, IIITs, BITS and relevant global universities), placement offices, faculty and student communities. Drive year-round engagement - events, technical talks and competitions — to strengthen Graviton's employer brand outside peak hiring windows. Assessment & Selection Coordinate (or design and standardize, at senior levels) rigorous selection frameworks in partnership with Tech and Quant teams — scheduling assessments, allocating panels, driving timely feedback, and building interviewer calibration mechanisms to keep evaluation objective and consistent. Internships & PPO

AIGoRustProject Management
P
📍 Noida, Uttar Pradesh, India· Full-time
✓ Quality checkedCompany trend -22.2%

About Paytm Paytm is India's leading mobile payments and financial services distribution company. A pioneer in the mobile QR payments revolution, Paytm builds innovative technology solutions that empower merchants and consumers alike. Our mission is to bring half a billion Indians into the mainstream economy through payments, commerce, banking, investments, and financial services. About the Role We are looking for an experienced Growth professional (DGM/GM) to own customer acquisition, activation and usage for our Lending EMI business. The incumbent will drive the strategy and execution behind how customers discover, check their eligibility for, and activate Paytm EMI — spanning proactive outreach to pre-scored segments, always-on in-app/in-store eligibility checks, and in-the-moment discovery at the point of purchase. The role requires close partnership with Business Product, App Product, Risk, Risk Analytics, Brand Alliance, and Marketing teams to convert Paytm's existing user base — including Postpaid and other lending cohorts, and customers who already use Paytm's free credit report — into active, repeat EMI users, while keeping growth targets aligned with underwriting and portfolio quality constraints. About the Team The Growth team for Lending EMI owns the full top-of-funnel, activation charter and usage matrices: sizing and prioritizing the addressable base, running outbound and in-product campaigns, and measuring and improving conversion across every discovery channel — proactive whitelist outreach, standalone self- check, contextual at-purchase discovery, and merchant-assisted discovery. Key Responsibilities ● Own the GTM strategy and sequencing across customer segments (existing loan products/lending cohorts, the CIR base, internal usage patterns, new-to-credit customers) and merchant/category segments. ● Drive the proactive outreach ("Signup") program end to end: whitelist targeting, campaign design across push/SMS/email/in-app, frequency and consent m

SQLAIExcelFinance
E(
📍 India· Full-time· Remote
✓ Quality checkedCompany trend -94.7%

About Ema Ema is building the world’s leading Agentic AI platform to transform enterprise productivity. We enable organizations to delegate repetitive tasks to Ema, the Universal AI Employee, delivering 10x gains in workforce efficiency, across functions. Founded by former executives from Google, Coinbase, Flipkart, and Okta, our team includes engineers from premier tech companies and graduates of Stanford, MIT, UC Berkeley, CMU, and IITs. We are backed by industry leading investors including Accel, Naspers/Prosus, Section32, and angels like Sheryl Sandberg and Dustin Moskovitz. Headquartered in Silicon Valley and with offices in London, Bangalore and Vancouver, Ema is at the frontier of what Agentic AI can do in production — we ship real systems that run real business processes at scale. The Role We are hiring an experienced Enterprise Business Development Representative (BDR) to own strategic account development and generate high-quality sales qualified leads (SQLs) with senior enterprise stakeholders. This is a high-impact, outbound-focused role built for someone who knows how to break into complex accounts, build credibility with executives, and create a real pipeline — not just activity. You will operate at the center of Ema's go-to-market motion, partnering closely with Sales and Marketing to build repeatable enterprise pipeline generation. This role supports the US market and requires working US business hours. What You'll Do Own outbound prospecting including defining your set of target enterprise accounts Identify, engage, and qualify Directors, VPs, and C-level decision-makers at $1B+ revenue organizations Develop account entry strategies and multi-thread across buying committees Drive prospects from cold outreach through qualification to booked SQLs using multiple channels (email, cold calls, LinkedIn) Partner with Account Executives to ensure strong handoff and pipeline conversion Own your book of business — know your metrics, your pipeline value, and yo

SQLAIGoExcel
BA
📍 Bengaluru, Karnataka, India· Full-time
✓ Quality checkedCompany trend -70%

We’re looking for a Talent Acquisition professional to join the People team at Bolna.ai . This is a hands-on role for someone who understands the nuances of hiring , thrives in a fast-paced environment, and knows how to build pipelines, convert strong candidates, and help teams hire exceptional talent at speed. What you’ll do Own end-to-end hiring across multiple functions — from understanding the requirement and sourcing to interviews, offers, and closures. Partner closely with hiring managers and leadership to understand hiring needs, define candidate profiles, and drive focused hiring strategies. Build and maintain strong talent pipelines through LinkedIn, referrals, communities, databases, and creative sourcing channels . Understand the nuances of hiring — what to look for, where to find the right talent, how to engage candidates, and how to convert them . Drive fast-paced hiring without compromising on candidate quality or experience. Build strong candidate relationships and effectively manage the funnel from first conversation to closure . Own and strengthen employee referral programs , finding creative ways to increase participation and conversions. Track pipeline health and hiring metrics, identify bottlenecks, and continuously improve the hiring process. Contribute to employer branding, talent mapping, and other hiring initiatives as Bolna scales. Who we’re looking for 3–6 years of experience in Talent Acquisition / Recruitment, preferably in a startup or high-growth environment. Strong understanding of fast-paced hiring and high-volume / multi-role recruitment . Excellent sourcing, screening, candidate engagement, and offer conversion skills. Strong understanding of the nuances of hiring and building quality talent pipelines . Experience managing or building employee referral programs . Strong communication, stakeholder management, and negotiation skills. High ownership, urgency, and attention to detail. Someone who enjoys figuring things out, moving fast,

S
📍 Bengaluru, Karnātaka, India· Full-time
✓ Quality checkedCompany trend -94.4%

At Snowflake, we are powering the era of the agentic enterprise. To usher in this new era, we seek AI-native thinkers across every function who are energized by the opportunity to reinvent how they work. You don’t just use tools; you possess an innate curiosity, treating AI as a high-trust collaborator that is core to how you solve problems and accelerate your impact. We look for low-ego individuals who thrive in dynamic and fast-moving environments and move with an experimental mindset — who rapidly test emerging capabilities to discover simpler, more powerful ways to deliver results. At Snowflake, your role isn't just to execute a function, but to help redefine the future of how work gets done. At Snowflake, we are building the future of the data-driven enterprise. We are looking for a Sales Development Representative (Inbound) who operates with a seller mindset, responds with speed and precision to inbound demand, and is driven by revenue impact — not just activity metrics. This is not a traditional SDR role focused on meeting bookings. You will be Snowflake's first point of contact for enterprise buyers who have already raised their hand — through demo requests, trial signups, content downloads, event registrations, and partner referrals. Your job is to qualify that interest fast, engage with insight, and convert it into high-quality pipeline alongside Account Executives. The person we are looking for shares our passion about reinventing the data platform and thrives in a high-volume, high-variety environment. That means bringing structure and judgement to every inbound interaction, maintaining deep knowledge of Snowflake's platform and competitive landscape, and partnering tightly with both Marketing and Sales to close the loop between demand and revenue. AS A SALES DEVELOPMENT REPRESENTATIVE (INBOUND) AT SNOWFLAKE, YOU WILL: Respond to and qualify inbound leads with speed — time-to-first-contact and lead conversion are your primary performance signals Triage a

SQLRestAIGo
PE
📍 Uttar Pradesh, India· Full-time
✓ Quality checked

About Paytm Group: Paytm is India's leading mobile payments and financial services distribution company. Pioneer of the mobile QR payments revolution in India, Paytm builds technologies that help small businesses with payments and commerce. Paytm's mission is to serve half a billion Indians and bring them to the mainstream economy with the help of technology. About the Role: Paytm Money is looking for a strategic and growth-driven Business Head – Mutual Funds & NFO to lead one of the most critical charters within our wealth business. This role will own the complete Mutual Fund and New Fund Offer (NFO) business, including business strategy, product growth, partnerships, customer acquisition, revenue acceleration, platform innovation, and market expansion. The ideal leader will bring deep expertise in mutual fund distribution, passive and active investment products, investor behavior, AMC partnerships, and digital wealth ecosystems, while building a scalable business that democratizes investing for millions of Indians. This is not just a distribution leadership role. It is an opportunity to define the next phase of retail investing by building India’s most intelligent, accessible, and high-growth MF platform. Key Responsibilities: 1. Business Ownership & P&L Leadership * Own end-to-end P&L for the Mutual Funds and NFO business * Define annual and long-term growth strategy * Drive topline growth, profitability, customer expansion, and AUM scale * Build category growth roadmap across: Equity Mutual Funds, Debt Funds, Hybrid Funds, Index Funds, ETFs, International Funds, Thematic / Sectoral Funds 2. NFO Strategy & Execution * Lead the complete NFO business charter * Identify high-potential fund launches and build GTM strategy * Drive subscription volumes across marquee NFO launches * Partner with AMCs for exclusive campaigns and launches * Build strong investor education and conversion funnels around NFO participation 3. Growth & Customer Acquisition * Drive MF in

PE
📍 Uttar Pradesh, India· Full-time
✓ Quality checked

Buyer – Admin Real Estate & HR Procurement: Role Overview: The Buyer – Admin, Real Estate & HR Procurement will be responsible for managing end-to-end sourcing and procurement activities across Administration, Facility Management, Lease Rentals, and HR-related categories. The role includes vendor sourcing and management, commercial negotiations, contract and lease administration, PR-to-PO processing, spend analysis, and ensuring the timely procurement of goods and services in compliance with company procurement policies. The ideal candidate should possess strong negotiation, analytical, stakeholder management, and coordination skills, along with a service-oriented approach and a keen eye for detail. Key Responsibilities: Administration Procurement: - Manage procurement of office supplies, stationery, pantry items, and other administrative requirements. - Coordinate procurement for facility management services, including housekeeping, security, pest control, and maintenance services. - Source and procure office infrastructure such as furniture, workstations, printers, and related equipment. - Track and manage Annual Maintenance Contracts (AMCs), ensuring timely renewals. - Support procurement requirements for corporate events, employee engagement initiatives, and office activities. - Coordinate travel and accommodation bookings in line with company policies. - Ensure timely conversion of Purchase Requisitions (PRs) into Purchase Orders (POs). - Maintain an updated vendor database and monitor vendor performance. - Conduct cost comparisons and negotiate commercial terms within the approved authority limits. Lease Rental Management: - Manage procurement support for office spaces, branches, warehouses, fleet hubs, and other leased facilities. - Collaborate with Business, Administration, Finance, and Legal teams for new lease acquisitions, renewals, amendments, and lease closures. - Participate in commercial negotiations with landlords, property owners, and real est

PE
📍 Telangana, India· Full-time
✓ Quality checked

Role Overview The Area Collections Manager will be responsible for managing end-to-end collections across bucket segments, driving resolution strategies, ensuring portfolio health, and leading large on-ground and tele-calling teams. The role requires strong expertise in delinquency management, compliance, analytics, and team leadership. Key Responsibilities 1. Bucket & Portfolio Management ● Manage collections across delinquency buckets (0–30, 31–60, and higher DPD segments) ● Improve resolution rates in both early and late buckets ● Focus on non-starter and delinquent accounts to prevent roll-forward ● Drive collection efficiency and overall portfolio health ● Monitor daily performance and ensure adherence to CAPE norms 2. Tele-Collections Management ● Handle soft delinquency buckets (0–30 & 31–60 DPD) through tele-calling strategies ● Design and optimize calling patterns based on customer risk profiling ● Improve dialer efficiency, call connect rates, and campaign performance ● Maximize early-stage resolutions to prevent migration to hard buckets 3. Field Collections & Risk Control ● Ensure strong field discipline (app usage, visit tracking, audit trails) ● Drive legal escalation for critical/high-risk cases ● Conduct audits to identify and mitigate portfolio risks ● Maintain strong governance and control mechanisms 4. Team Leadership & Vendor Management ● Lead large teams including Collection Managers, Team Leaders, and Executives ● Manage third-party/vendor collection agencies ● Allocate portfolios and set bucket-wise targets ● Conduct daily huddles, reviews, and performance tracking ● Coach teams on negotiation, objection handling, and resolution strategies 5. Target Achievement & Performance Delivery ● Drive monthly collection targets and improve resolution ratios ● Enhance PTP (Promise to Pay) conversion and kept rates ● Focus on First-Time Delinquent (FTD) customers to reduce future NPAs ● Ensu

CA
📍 Delhi NCR, India
✓ High-confidence listing
Quick readStrong listing-quality and freshness signals

A BOUT TIDE At Tide, we help SMEs save time and money in the running of their businesses by not only offering business accounts and related banking services, but also a comprehensive set of highly usable and connected administrative solutions, from invoicing to accounting. Tide is transforming the small business banking market and now supports over 2 million members globally across the UK, India, Germany and France. Using advanced technology, all solutions are designed with SMEs in mind. With quick onboarding, low fees and innovative features, we thrive on making data driven decisions to serve our mission: to help SMEs save time and money so they can get back to doing what they love. Tide facts: Tide is available for UK, Indian, German and French SMEs Over 2 million members across UK and India Over $300 million raised in funding Over 2,800 Tideans globally Recognised with Great Place to Work certification three years in a row, and among India’s Top 50 Best Workplaces in Banking, Financial Services, and Insurance in 2026 We have offices in Central London, with a member support and technology centre in Sofia, Bulgaria, technology centres in Serbia, Romania, Lithuania and Hyderabad and offices in Gurugram, New Delhi, Berlin, Paris and Luxembourg ABOUT THE ROLE We are looking for a highly skilled and data-driven Copywriter – SEO & ASO to lead our organic growth efforts across web and mobile. The ideal candidate will own end-to-end SEO and ASO strategy to drive high-intent organic acquisition for our MSME-focused financial products including Fixed Deposits, Insurance/Assurance, Lending, Prepaid Cards, and business banking solutions. Key Responsibilities: Search Engine Optimization (SEO) Build, own, and execute organic acquisition strategy to drive high-quality traffic and conversions from MSME merchants and financial product seekers. Conduct keyword research and competitor analysis across MSME, lending, FD, assurance, and prepaid card segments. Optimize website

AISEOAccountingRecruitment
JT
📍 Jaipur, RAJASTHAN, India· Full-time
✓ Quality checkedCompany trend -100%

Job Title - Communications & Community Manager (Fashion & Lifestyle) Location - Jaipur, Rajasthan Job Type - Full Time, Work from Office Job Summary We are looking for a warm, organized, and creative Communications & Community Manager to be the voice of our brand. This role involves handling customer care across platforms, managing influencer collaborations, and executing gifting and barter programs. Key Responsibilities 1. Customer Care & Community Support • Respond promptly and professionally to customer queries via Instagram, WhatsApp, email, and website chat. • Maintain a positive brand tone and ensure every customer feels supported. • Track common customer feedback and share insights with the design and production teams. 2. Influencer Outreach & Relationship Building • Identify relevant influencers, stylists, and creators aligned with the brand’s aesthetic. • Reach out for collaborations, gifting, barter partnerships, and paid promotions. • Maintain an influencer database with engagement metrics, collaboration history, and posting commitments. • Build long-term relationships with influencers who genuinely connect with the brand. 3. Gifting & Barter Management • Coordinate selection of garments for gifting, ensuring sizing and preferences are correct. • Manage dispatches of PR packages and gifted orders with the logistics team. • Track all gifted items, expected deliverables, posting schedules, and performance metrics. • Ensure influencers post agreed-upon content and maintain follow-ups politely. 4. Content Coordination • Work with the social media team to share influencer content for reposting. • Identify UGC (user-generated content) opportunities to support brand storytelling. • Communicate upcoming campaigns, themes, and collection launches to creators. 5. Reporting & Organization • Maintain weekly trackers for customer queries, complaints, and their resolution time. • Prepare influencer collaboration reports including reach, engagement, and conversions. Sk

BA
📍 Bengaluru, Karnataka, India· Full-time
✓ Quality checkedCompany trend -70%

About Bolna Bolna is Voice AI infrastructure built for India - and now for the world. We help businesses deploy intelligent voice agents that can call, converse, and convert in any language, at scale. From collections to customer support to sales, our agents handle millions of conversations so humans don’t have to. We’re a YC F25 company, backed by General Catalyst, with 1,050+ paying customers and growing fast. Our team of ~25 is based in Bengaluru. The Role Every voice AI agent Bolna deploys makes real-time judgment calls - when to speak, when to go silent, when a customer is done talking, when to hand off. We’re building automated systems to grade these calls at scale, using LLMs as judges of call quality. But before you trust a model’s judgment, you verify it against a human’s. That’s this role. You’ll listen to real calls, annotate what actually happened, and check whether our automated systems - LLM-as-judge evals and quantitative signal detection - got it right. It’s precise, high-attention work, and it sits right at the center of how we know our voice agents are actually working. This is an internship role for someone early in their career who wants hands-on exposure to how a voice AI company builds trust in its own AI. What You’ll Do Annotation Listen to and annotate real customer calls - transcription review, issue tagging, labeling - using tools like Label Studio Follow (and help sharpen) annotation guidelines for a multilingual environment (Hindi, English, Hinglish, ) Verifying LLM-as-Judge Evaluations For calls flagged by our automated eval pipeline, verify whether the model’s call was actually correct - for example, confirming whether a detected barge-in (agent/customer talking over each other) genuinely happened by listening to the audio Mark agreements and disagreements clearly, with reasoning, so we can measure and improve model accuracy over time All tools needed for this will be provided Verifying Quantitative Measures Check system-flagged quantit

SQLAIGoRust
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