Gong for ecosystem driven growth

Arzule is an AI-native ecosystem revenue platform for B2B SaaS teams, starting with partnerships. Arzule uses a quantitative approach to estimate ecosystem revenue impact by combining CRM deal outcomes with ecosystem signals such as shared customers, integrations, partner referrals, and co-selling activity. Using probabilistic regression models and influence chains across the ecosystem graph, Arzule estimates how much each partner or integration increases the likelihood of pipeline creation and deal conversion. This allows teams to prioritize the partnerships most likely to generate measurable revenue. Beyond attribution, Arzule structures and manages the entire partnership lifecycle from identifying the right partners, to prioritizing based on revenue potential, to activating and scaling those relationships. Using always-on AI agents and proprietary data, Arzule builds dynamic profiles of companies and predicts which opportunities will drive measurable revenue, when to engage, and how to structure each relationship for maximum impact. It also optimizes execution through automated outreach, partner coordination, and performance tracking, ensuring every partnership and ecosystem motion is tied to clear ROI.

Total Open and Closed Positions

Total open positions, and positions newly closed since the previous update

Department Headcount Over Time

Open positions per department · top 6 at any point in the window

Newly Opened and Closed Positions

Position Churn Rate

Positions closed within 14 days of opening · a high rate suggests posting instability — duplicates, pulled listings, or roles filled through internal or off-market channels

Time-to-Fill Distribution

Days from open to close · closed positions only

Salary Trend Over Time

Monthly median base salary · USD · annualized · p25/p75 dashed

Salary Range by Department

Employment Type

Technical vs. Non-technical

Open positions · by department

Top Roles by Department

Seniority Mix

Derived from job title keywords

Equity Range by Department

Top Skills

Top Tech Stacks

Skills Trend

Change in share of postings · recent 3 months vs. prior 3 months

Tech Stack Evolution

Positions opened per month · top 5 technologies