Agencies

Agencies – Brand & Design Studio: Resource Forecasting & Capacity AI

Timeline: Build: 7 weeks. Deploy: studio-wide. Optimization: 6 weeks skill ontology.

Business overview

Industry: brand design studio. Complexity: creative talent variability.

Common pain points

Manual staffing, margin blindness, burnout.

Full AI automation system (PrimeAxiom solution)

Forecast Agent, Match Agent, Margin Guard Agent.

Automation workflow (detailed system flow)

1. CRM updates.
2. AI predicts workload.
3. Assignments suggested.
4. Time tracked.
5. Creep alerts.
6. Leadership decisions.
7. Model learns actuals.

AI agents & logic

Planner Agent, Matcher Agent, Risk Agent.

Technical architecture

Time tracking + CRM sync, optimization models, LLM for SOW parsing.

Tools & integrations

Float, Harvest, Salesforce, PostgreSQL, OpenAI

Results

Utilization +12 pts without headcount; margin on projects +4.1 pts; resourcing meeting time −71%; designer overtime −38%.

Timeline

Build: 7 weeks. Deploy: studio-wide. Optimization: 6 weeks skill ontology.