Flow Of Work continuously builds competency profiles from employees' public and internal activity, surfacing internal candidates for open roles before companies default to expensive external searches.
ENTRY ANGLES
Personalized learning recommendation engine integrated with skills gap data · Peer expertise networks for finding knowledgeable colleagues · Employee side project monitoring and internal venture scouting via GitHub tracking
VERTICALS
CAPABILITIES
Competency graph construction and matching algorithms, GitHub/repository monitoring and project traction analysis, Learning platform integration and personalization
Most companies fill senior openings by looking outside – and in doing so, they routinely overlook people already on the payroll who are ready for more. Flow Of Work is built to close that gap.
The platform's Talent Scout engine continuously aggregates information about employees from every accessible source – LinkedIn profiles, internal documents, reports, research papers authored by staff – and constructs an automatically updated competency map for each person. In parallel, it scrapes job postings across the public internet for roles matching each position in the company's org chart, extracts the required competencies from those listings, and compiles a live skills benchmark for every job title in the company.
The result is a two-sided matching layer. HR teams and managers can search for employees with specific skills – to fill an open role, staff a project team, or find an internal subject matter expert to consult over coffee. The Talent Marketplace lets the company publish openings, project opportunities, and consultation requests, so motivated employees can put themselves forward rather than waiting to be noticed.
For employees, Talent Navigator models likely career paths based on historical movement data, current role requirements, and the individual's existing skills – showing both the options available and the specific competencies needed to get there. Talent Insights gives leadership a strategic view of workforce capabilities, skills gaps relative to market benchmarks, and proactive recommendations on where to invest in employee development before deficits become a problem.
Flow Of Work has been operating for three years, has signed several global enterprise clients, and just raised $2.43M – bringing total funding to $3.5M across four rounds.
Three converging pressures are making internal talent mobility a genuine priority for large companies right now.
First, qualified labor markets remain tight. Filling senior roles externally is expensive, slow, and increasingly competitive – competing for the same candidates as every other employer. Internal promotion is faster and typically produces better retention, because the promoted employee already understands the company's context and culture.
Second, turnover is expensive and often avoidable. Employees who leave because they see no advancement path inside the company are, from the company's perspective, a solvable problem – if the advancement paths are visible. A transparent internal opportunity feed is a retention tool as much as a hiring tool.
Third, tighter budgets are pushing companies to use internal experts rather than external consultants for project work and knowledge sharing. That requires knowing who the internal experts actually are – which is harder than it sounds in a company with thousands of employees.
Gloat [covered previously](/review/vremja-ispolzovat-vnutrennie-rezervy) has raised $192.6M on this thesis, with $90M and $68M rounds in 2021 and 2022 alone. Eightfold AI ($396.8M), Lattice ($329.3M), and Fuel50 ($36.1M) are operating in adjacent territory. The category is clearly real and getting more competitive, which suggests the window for new entrants is narrowing at the fully horizontal layer.
The platform's dependency on automated competency extraction is also worth noting as a moat: Beatrust ($9.1M) and Elqano (€900K) use similar engines to enable peer-to-peer expertise discovery rather than top-down talent management. The same underlying data supports multiple product configurations.
The article's most pointed observation is about B2B startup dynamics generally: companies building tools that only work at enterprise scale often try to start with SMBs for traction, get stuck there because SMBs won't pay enterprise prices, and never successfully move upmarket. Platforms like Flow Of Work that require large employee populations to work correctly are better off going straight to the enterprise, even if the sales cycle is longer.
The core opportunity is enterprise workforce intelligence – specifically the competency graph that powers matching, career modeling, and skills gap analysis. That graph is the durable asset; the applications built on top of it are interchangeable.
Four directions worth considering independently. Internal talent marketplaces (Gloat and Flow Of Work model) are well-validated but increasingly competitive at the horizontal layer. Peer expertise networks (Beatrust and Elqano model) are underexplored and solve a different but equally real pain point – finding colleagues who know things, not just finding candidates for open roles.
Learning integration is the most underexploited angle: a system that already knows which skills an employee needs for their next role is the ideal foundation for a personalized learning recommendation engine. Current corporate learning platforms largely operate without that signal, which is why completion rates on enterprise training programs are consistently poor.
The least obvious but potentially highest-leverage direction: using the same infrastructure to surface employee side projects and internal entrepreneurship. If 90% of engineers have active personal projects on GitHub or similar platforms, a tool that monitors those repositories, tracks project traction, and flags relevant employee initiatives to leadership could become a low-cost corporate venture scouting function. Companies spending millions on external startup partnerships or accelerators may be overlooking internal innovation that the right platform would make visible.