From Vendor Chaos to $1.1B Valuation: How Backstory Scaled with an AI R&D Center of 50

  • Eastern Europe
  • Engineering Infrastructure Setup
  • High-Volume Hiring
  • PE-Backed Company
dotmatics logo
HQ
Boston, USA
Company size
501-1000
Funding raised
Private Equity Round
Lead investors
Scottish Equity Partners, Insight Partners
Team location
Eastern Europe
Cooperation time
since 2021
Product
AI-powered scientific R&D platform
Notable clients
Pfizer, Merck, Moderna, BASF Agricultural Solutions, NASA, Biogen

DOTMATICS: Team of 30 developers in 1 year

Dotmatics is a Boston-based scientific R&D software company that connects science, data, and decision-making for researchers in biopharma, chemistry, and materials science. Its platform is used by 2 million+ users across 10,000+ customers in 125 countries. Dotmatics has 800+ employees, with 65% of its workforce devoted to R&D, and has expanded through acquisitions, including SoftGenetics and M-Star.

Issue

Dotmatics had already built a global footprint – offices in the US, Ireland, and New Zealand – and the product kept growing. Expanding the engineering team was the logical next step. The question was how.

Outsourcing was off the table. Dotmatics’ platform sits at the intersection of biology, chemistry, and data science – the kind of product where engineering quality isn’t negotiable. They needed engineers working directly under their leadership, aligned to their roadmap, with no intermediary layer.

Dotmatics set its sights on Eastern Europe as the talent density was right, and the expectations were clear: speed and quality. But scaling into a new region without a legal entity or local hiring expertise meant execution risk was real. Done wrong – it could delay team growth and product development.

What Dotmatics needed was a partner who could own the entire process: source the right engineers, handle compliance without requiring a local entity, and take operational overhead off leadership entirely.

Solution:

Before a single CV was sent, Alcor defined the ideal candidate profile, refined job descriptions, and built an EVP that resonated with EE engineers.

Alcor assigned a researcher and 4 headhunters to run full-cycle recruitment across Alcor’s 325K-strong internal network, HR sources, and social channels. Every candidate was technically and culturally screened before reaching Dotmatics. Where counteroffers emerged, Alcor handled the negotiation.

With no legal entity in Eastern Europe, Dotmatics needed a compliant employment setup from day one. Alcor’s EOR package covered payroll, accounting, legal compliance, onboarding and offboarding, and benefits management – a fully operational team without the overhead of a local subsidiary.

A dedicated key account manager was one email away – no vendor layer, no coordination overhead, one point of accountability for everything.

The 30 engineers hired in a year became Dotmatics’ core Eastern European team, reporting directly to their leadership with full IP rights secured.

RESULTS:

30-engineer team, built in a year
Where there’s Alcor, there’s a goal achieved. From no presence in Eastern Europe to an operational Dotmatics engineering team in 12 months. Director of Engineering, Full Stack, React, QA Automation, DevOps, and Node.js hired.
First CVs in 3–5 days, 80% approved
Dotmatics got first CVs within days of launch – 4 out of 5 approved. Most made the cut for a job offer, including Product Manager and QA Engineer. Alcor anticipated other job descriptions – that’s how a C++ vacancy was filled in days.
Silicon Valley-caliber talent
Every hire went through deep technical and cultural screening. The quality showed: one candidate brought on as a Back-End Developer was promoted to Full Stack Java Engineer based on performance.
Full control over the team
Dotmatics got exactly what they came for: a team of 30 engineers with no intermediaries. Developers reported directly to Dotmatics’ leadership, aligned to the product roadmap, with full IP rights secured from day one.
Compliant setup, start to finish
Dotmatics received Alcor’s full EOR package: payroll, accounting, compliance, onboarding, and offboarding. Laptops were also procured. When Dotmatics was acquired by Siemens, we ensured all developers got stock options paid out in full – no delays.
Ongoing account support, no tickets
Every request from Dotmatics went to a dedicated key account manager – single point of contact, one email away, with no vendor layer in between.
Hired experts in:
Node.js Java C++ React JavaScript AWS Cypress

Build Your AI Engineering Team in 30 Days

No vendor chaos. 0 compliance risk. No more recruiting delays.

Alcor Helped Build the Foundation for Everything That Followed

2021

Alcor builds Dotmatics’ Eastern European engineering team – 30 within the first year, full EOR with compliance

2021

Insight Partners acquires Dotmatics, naming Thomas Swalla as CEO of Dotmatics

2023

Acquires SoftGenetics, expanding into clinical and forensic genetic analysis

2024

Acquires M-Star Simulations, adding computational fluid dynamics capabilities

2025

Acquired by Siemens for $5.1 billion, generating $300M+ in annual revenue at 40%+ EBITDA margin

Use our calculator to estimate your team budget before any conversations starts