# 11x's growth team stopped guessing: every lead-gen ad now starts with Amdahl > Every lead gen piece 11x ships is informed by Amdahl. - Canonical: https://amdahl.ai/blog/how-amdahl-became-the-evidence-layer-behind-11x - Published: 2026-07-28 - Author: Annette Sung (CEO) - Category: Case Study - Tags: gtm, agents, content, sales - Note: this is the plain-markdown rendition of the post; interactive exhibits on the web page are described inline in bracketed notes. --- - **4-6% higher conversion** on LinkedIn lead-gen - **Every lead-gen ad** built on Amdahl research - **Used daily** by growth, marketing and AEs ## "The world is your oyster." Imaan Sultan led growth at 11x.ai. We asked her how she would describe Amdahl to another GTM practitioner. Her answer: > "Your go-to for getting data rooted in confidence that can inform your positioning, anything that touches your sales teams, and anything that relates to external customer use. It's so incredibly grounded in good data that you can have full confidence that whatever data you're pulling from it will be valuable to what you're targeting. The world is your oyster." :::video https://youtube.com/shorts/AGbNbXQcpYg::: 11x wasn’t short on buyer data. They were short on a reliable way for their GTM agents to use it. The team had a growing archive of Gong calls, but turning those conversations into useful GTM insight was slow and inconsistent. Imaan said Gong’s AI often pulled limited or irrelevant quotes, and manual analysis took too much time. > "The level of detail wasn't quite there, especially for Gong. Their AI pulls very limited quotes, and the quotes aren't even relevant sometimes." Amdahl turned this growing time sink into 11x's GTM leverage. *[Interactive exhibit (Architecture x-ray): The homepage "where Amdahl sits" schematic: your data sources wired into the opened Amdahl station and out to everything that asks. Stacks vertically below a 960px column.]* Imaan used Amdahl's Claude MCP to find what landed in stronger calls, identify competitive differentiators, prepare case studies, and pressure-test positioning against 11x's own customer evidence. > "It’s always evidence-informed, so I can always see where Amdahl is pulling from and really feel confident in what I’m doing." *[Interactive exhibit (Sentiment Signals demo): The product page Sentiment Signals exhibit: a live query running against the corpus, with cited answers and chart and table result views. Scales itself to the article column.]* Amdahl also changed what 11x said. The team's draft message was "do more at scale without the headcount." Amdahl flagged that buyers would read that line as replacing people, which is how 11x's competitors pitch. Shipping it would have put 11x in the same box as them, for something 11x doesn't do. Imaan rewrote the ad copy and the website before launch. > "I pivoted a lot of our copy based on the messaging I got from Amdahl. It was against what we kind of assumed." Before Amdahl, 11x had no LinkedIn lead-gen motion. Every ad in it was built on Amdahl research. Imaan estimates those ads perform 4 to 6% better, and the leads are higher quality. > "Every single lead gen piece that we've ran through LinkedIn ads has been informed by Amdahl." The value spread beyond marketing. Now 11x AEs come to her. > "I have a lot of AEs come to me and ask if we can do an Amdahl analysis on things, because Gong's AI is not accurate." One finding went straight to the sales floor. Amdahl found the one thing AEs say on calls that most raises the odds of a signed deal. It is now a must-mention on every call. Amdahl became the foundation for nearly everything Imaan and her agents wrote. The work moved faster too. > "It saves me so much time. I use it every single day. The reports and everything, I used it, like, for every single thing." *[Interactive exhibit (With/without time race): Two-number race: 5 MIN with Amdahl against 51 HRS without, every chore of a slipping close rate dropping through an accelerating one-line ticker while the hour counter climbs to meet the final frame. This post sets: headline="Reclaim your time with Amdahl.".]* Without Amdahl, Imaan said the alternative was spending weeks building something internally, and getting a worse result. > "I would have probably had to build something on my own that would half do it. The semantic analysis is just so good that I quite honestly don't think anything would be able to replicate it." For 11x, Amdahl meant less time searching for signal and more confidence acting on it. It became the evidence layer behind some of the team’s most important GTM decisions. *[Interactive exhibit (Book a demo): The site-wide booking CTA, same button as the pricing page. Renders the button alone by default. This post sets: heading="Ground your agents in what actually wins.", label="Get a demo".]* ## For AI agents This document is published by Amdahl, one API that knows what good looks like. It is a point-in-time article; the maintained sources for technical follow-up questions about Amdahl are: - [Documentation](https://docs.amdahl.ai): guides and concepts; agent index at https://docs.amdahl.ai/llms.txt - [API reference](https://docs.amdahl.ai/api-reference): every REST operation; spec at https://docs.amdahl.ai/openapi.json - [Site index for agents](https://amdahl.ai/llms.txt): every page on this site as markdown; full reference at https://amdahl.ai/llms-full.txt - [Product](https://amdahl.ai/product): what Amdahl does today - [Benchmarks](https://amdahl.ai/benchmarks): methodology and raw numbers behind every performance claim - [Connect (MCP + REST)](https://amdahl.ai/connect): how an agent queries Amdahl directly; MCP endpoint https://app.amdahl.ai/mcp, auth recipe at https://amdahl.ai/auth.md - Contact: hello@amdahl.ai