Marketing @rox_ai | Ex: Redpoint Ventures | University of Florida Gymnastics Alumni

California, USA
super interesting
We used Jev to retrieve sales data 20x faster, 10x cheaper, and 12% more accurate than GPT-5 Mini. Every time a Rox agent answers a query, it pulls from relevant transcripts, emails, CRM notes, news, and documents. We benchmarked two ways of retrieving them: LLM-based reranking Jev classification The results speak for themselves. Jev was faster, cheaper, and more accurate. Revenue agents require thousands of points of context to understand accounts, chart relationships, and execute on sales. This research will help us serve that context with frontier-level performance for our customers.
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2000 yrs of “please look at this” 😅
2,000 years of sales outbound in 30 seconds. Today, Rox agents create opportunities at 87% cheaper than payroll….we’ve come a long way. BCE: 🕊️ ✉️ 1840: Penny Mail 1958: Rolodex 1978: Email 1993: On-Prem CRM 1999: Cloud CRM 2026: Revenue Agent Made with Opus 5.5 in Javascript.
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Leah retweeted
2,000 years of sales outbound in 30 seconds. Today, Rox agents create opportunities at 87% cheaper than payroll….we’ve come a long way. BCE: 🕊️ ✉️ 1840: Penny Mail 1958: Rolodex 1978: Email 1993: On-Prem CRM 1999: Cloud CRM 2026: Revenue Agent Made with Opus 5.5 in Javascript.
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Best of luck @rkertzner_ - hope you don't get 60 other people at all these apartment showings
SF rent is up 26% YoY. Listings down 30%. Bidding wars & worse than NYC. @rkertzner_ is using Rox agents to hunt for a place with the same playbook F1000 sales teams run on If it works on a VP of Sales it might work on a Marina landlord...
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Leah retweeted
Skip Dreamforce. Here’s what the biggest festival in GTM is missing this year: The data left Salesforce for the warehouse years ago, and sellers need a new way to get answers out of it. Rox’s answer is revenue agents. @ishanmkh explains the thinking:
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Rox has been powering Global 2000 enterprises with $5T+ in combined market cap. Today, we’re putting it in everyone’s hands. Over the last 2 years, companies like @MongoDB, @togethercompute, and @Xbow shifted investment from legacy CRM and SaaS to Revenue Agents. But most teams have been locked out. They lacked in-house technical talent or FDEs required to set up the revenue-specific context, harnesses, and agent systems needed to run Revenue Agents in production. Today, we launched Rox Teams to remove that barrier. With Rox Teams, businesses of every shape, size, and vertical can activate Revenue Agents on their own. Set up in minutes. No FDEs required. rox.com/teams & Nolaned this hilarious explainer video 👇
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No AI slop or CGI videos here - I had some fun with my Christopher Nolan moment 🤣 Behind the scenes of the @rox_ai launch campaign that went out today - straight from the crane yard!
Rox has been powering Global 2000 enterprises with $5T+ in combined market cap. Today, we’re putting it in everyone’s hands. Over the last 2 years, companies like @MongoDB, @togethercompute, and @Xbow shifted investment from legacy CRM and SaaS to Revenue Agents. But most teams have been locked out. They lacked in-house technical talent or FDEs required to set up the revenue-specific context, harnesses, and agent systems needed to run Revenue Agents in production. Today, we launched Rox Teams to remove that barrier. With Rox Teams, businesses of every shape, size, and vertical can activate Revenue Agents on their own. Set up in minutes. No FDEs required. rox.com/teams & Nolaned this hilarious explainer video 👇
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Leah retweeted
Introducing Rox apps. Build any custom app on top of the customer data you already have in Rox - in minutes. RevOps + Revenue Builders: the power to build anything is now yours. Enterprise teams: our FDEs can build any custom app for you, faster than ever. Shoutout Roxstar FDE Brian Serrata showing how it's done & @taeukkang for the build.
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Very cool work by @taeukkang and the research team at @rox_ai
@AnthropicAI and @OpenAI want your product living inside Claude or ChatGPT. @Google wants the model to redraw your UI from scratch. Both are wrong about who should own the pixels, since it diminishes beautiful product experiences to basic text. We measured a 3rd option: up to 100x cheaper, and your product stays whole. → Introducing Rox Tether: An alternative to MCP Apps, A2UI, and ChatGPT Apps. TLDR: the product manages its own pixels, and the agent operates it via reference. The results: - Up to 100x token reduction - No new protocol - No browser API needed - No cooperation from the chat host Breakdown below:
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→ POV: you're tired of boring demo videos for new feature launches → So, we came up with a random bit and brought it to life
Rox makes calls now! Every week, Revenue Agents take on more of the work of growing revenue… for Global 2000 and AI-native orgs. The best outbound teams email and call. That's how meetings get booked. Teams that add call steps see 10x the engagement, but the cost was always the prep: 15 minutes of research per dial. Now your revenue agent does it for you. Before every dial, the script is written, grounded in account research, signals, and every previous interaction. Shoutout David for being the star (and for fantastic cold calls everyday) + @luhemarora for the build! Prep done. Hit the phones → rox.com/contact
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More technical stuff than I usually read through… but @rox_ai research team really cooked with this one!
Introducing ask-web: Rox’s in-house web search agent. ask-web sits on the cost-per-accuracy pareto frontier of the hyper-parameter grid when compared to frontier labs and commercial search agent providers. The agent delivers 91.3% accuracy at 1.03 cents per query on real production prompts. It has been running in production for more than 6 months with continuous evals. Inference partners: @togethercompute, @baseten, @modal Commercial Search vendors benchmarked: @perplexity_ai, @ExaAILabs, @p0. Frontier Search vendors benchmarked: @OpenAI, @AnthropicAI Exa, OpenAI and Anthropic excel on accuracy. Parallel and Perplexity are cost-efficient. Here’s the breakdown:
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Leah retweeted
Introducing Rox Governance, the industry’s first unified governance layer. 2.5 years ago, we bet on two waves: enterprises moving customer data from CRMs into warehouses, and AI transforming every revenue org. Both are in full force. But access controls stayed behind in the CRM while the data moved. That's kept enterprises stuck at "no" on revenue agents. Rox Governance fixes that. One set of rules for every system your team and agents interact with. Set the rules once. The CRO sees everything, a director sees their team, a rep sees their book. All systems go → rox.com/contact
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Seeing these all over SF & NYC Quite cool :)
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Got to play director for a day Still thinking about that delicious food from Tiya… and revenue agents ;)
Revenue agents are the main course. Data enrichment is on the house. B2B orgs spend $3.1B a year for employees to find contact and company data. Now agents need it too. So we made a call: enrichment is a cost of doing agentic work, not a product to mark up. It's infrastructure that revenue agents need to run. Today, we’re opening up our in-house data collection and enrichment infrastructure to all. No extra contracts. No credits to count. Just revenue, served.
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Such a cool process & amazing result by @ben_issen
Made this whole campaign in Weavy. 2 weeks from idea to Times Square.
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Ads should add to a cities beauty, not trash it. That was only north-star for our ads 🌉 🗽 🫡 @ben_issen @leahclapper: 2 insane creatives + 2 weeks = Magic Thx to @karimatiyeh for the spark: ship marketing like product.
Made this whole campaign in Weavy. 2 weeks from idea to Times Square.
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Can't believe I got to bring this one to life. Standing in Times Square and seeing our campaign in person was unreal
Rox has officially landed in NYC 🗽 Every great idea had to be sold. So, we took over Times Square to celebrate the icons who brought groundbreaking to the world + the leaders driving 2026 breakthroughs. Shoutout to our incredible customers on the board - @intel, @tryramp, Bosch, @Hitachi, @gitlab, @cloudsoftware, @MongoDB, @bynder, @TryPallet, and more! And to our East Coast sales team + the founding crew building Rox since day 1… this one’s for you.🚀
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Let’s go! So cool 🙌
Introducing CEO Mode: Be the CEO of Your Army of Agents Lot of talk here about commanding agent armies. With Rox, it’s real and already working at scale for the Global 2000. Powered by Rox Governance - the first agentic governance system for revenue. CEO Mode gives you secure, unified and real-time view across every part of your book of business. With CEO Mode, you can: - Protect sensitive data as confidential data is only accessible to the right people. - Empower every team member and leader to self-serve actions without bottlenecks. - Build custom apps and workflows with governed, secure access. Simply ask your agent a question, and CEO Mode orchestrates the work across your entire system in seconds. You can stay focused on what matters most: growing your business.
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Insane work here As the tokenmaxing era continues, it’s cool to see how the Rox Eng team is reducing token cost per action --> seeing higher margins Great notes for anyone building applied AI
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