Sales Development Infrastructure for AI & data
Embedded SDR teams for AI and data infrastructure vendors—built for technical buyers, complex evaluations, and the need for credibility over volume.
We've built pipeline for clients across AI & Data sub-verticals, including:
AI/ML infrastructure platforms
Data engineering and pipeline tools
Vector databases and embedding solutions
Cloud data warehouses and lakehouses
Data observability and monitoring
When AI & Data companies turn to Sellerate
AI and data infrastructure sales demand technical fluency, multi-threaded outreach, and a long game - not spray-and-pray tactics.
Technical buyers require credibility, not feature lists
Data engineers, ML engineers, and CTOs can spot generic outreach instantly. You need messaging that reflects genuine understanding of their stack, pain points, and evaluation criteria.
Sales cycles are long and involve multiple stakeholders
Deals move slowly and require buy-in from engineering, data leadership, and procurement. You need an SDR who can sustain engagement across personas over weeks and months.
The market is crowded and differentiation is hard
Every vendor claims to be faster, cheaper, and more scalable. You need messaging that cuts through by speaking to specific workflows and real technical trade-offs—not generic value props.
You're expanding into new verticals or geographies
You've found product-market fit in one segment but need to test adjacent verticals or regions. You need SDR capacity to validate new motions without pulling your core team off what's working.
Inbound alone isn't enough to hit pipeline targets
Developer-led growth and word of mouth can only take you so far. You need a proactive outbound motion to reach the right accounts before competitors do.
Trusted by teams at leading AI & data companies
Buyer personas we engage in AI & Data
CTO / VP Engineering
Technical decision-makers evaluating infrastructure fit, scalability, and long-term architectural alignment. Messaging must demonstrate depth and avoid oversimplification.
Head of Data / Data Engineering Lead
Operators who own the data stack and care about integration complexity, performance, and team adoption. They respond to specificity and technical proof—not marketing claims.
VP Product / Chief Data Officer
Strategic buyers focused on business outcomes, data quality, and competitive advantage. They need to understand ROI and strategic fit, not just technical specs.
PROCESS
How it works in AI & Data
A structured approach that respects technical buyers, long evaluation cycles, and the need for genuine credibility.
OUR INFRASTRUCTURE
What you get when scaling
Add capacity without compromising the quality and consistency already driving your pipeline.
EMBEDDED SDRs
In-house execution, embedded
A dedicated SDR (or team) operating under your brand, exclusive to your account. They learn your product, positioning, ICP, and sales process -f and align daily with your stakeholders so messaging and targeting stay sharp. All SDRs are bilingual at minimum (Spanish/English, Portuguese/English, German/English, and more), making us a natural fit for regional expansion.
ACCOUNT MANAGERS
Execution aligned, decisions unblocked
Your account manager runs weekly syncs, owns the reporting cadence, and acts as the bridge between your team and the SDR.
DATA TEAM
Data team
Targeting, sourcing, and enrichment - powered by AI - so outreach is built on strong data and relevant context, not guesswork. Better targeting reduces noise, improves response rates, and protects your brand.
REPORTING
Insights & reporting
Structured reporting on activity, learnings, and outcomes - not vanity metrics. Clear visibility into what's working, what's not, and what we're changing next, so execution is never a black box.
LEARNING & DEVELOPMENT
Continuous improvement, built in
Continuous coaching, call reviews, and messaging iteration so the SDR gets sharper over time. This includes structured onboarding, ongoing training, and skill development - so performance improves, not plateaus.
TECH STACK
Full tooling, no procurement
We handle the tooling and integrations needed to run the motion efficiently - CRM, outreach platforms, data enrichment, and automation. You get access to our full stack without additional costs or procurement complexity. Below are the core tools we use and maintain internally.
RECRUITING ENGINE
Always staffed, always supported
The hiring and retention machine that keeps SDR capacity strong and consistent as you scale. We handle recruiting, onboarding, and retention so you never have to worry about backfilling or managing SDR churn.
AI-POWERED INFRASTRUCTURE
Sellerate AI
A Slack-native AI agent built into the SDR's daily workflow. Coaches outreach using your ICP and messaging guidelines, researches prospects by combining your knowledge base with live web intelligence, and generates account briefs in-thread - in seconds. Not a separate tool. Part of the infrastructure.
STATS
AI & data clients served
20+
SDRs currently embedded in AI & data companies
25+
Longest-running AI & data engagement
5yr
How do you handle technical complexity in AI & Data outreach?
The embedded SDR learns your platform, competitive positioning, and technical differentiators through close collaboration with your team. We don't use generic tech templates—messaging is built around real technical pain points and evaluation criteria.
Can you support multi-persona outreach across engineering and business stakeholders?
Yes. AI and data deals typically span engineering, data leadership, and business buyers. We target each persona with messaging tailored to their specific role, priorities, and buying criteria.
How do you differentiate outreach in a crowded market?
We focus on specificity over volume—targeting accounts with the right stack signals and engaging with messaging that speaks to concrete technical trade-offs, not generic value propositions.
How fast can we start?
Onboarding and training typically take two to four weeks. Once execution starts, you'll see pipeline activity from week one. The more context you provide early, the faster the first cycles improve.
Can you support developer-led or product-led growth motions?
Yes. We can layer outbound on top of PLG motions—targeting high-fit accounts, engaging champions, and supporting expansion into enterprise segments alongside existing self-serve growth.
Ready to build pipeline in AI & Data?
Book a call and we'll discuss your ICP, your sales motion, and how Sellerate's embedded model would work for your team.
What happens next
Fit check + goals
Target market and outreach strategy
Recommended rollout plan
