Catalyst Advisory is a 45-person management consultancy operating across the GCC. Their client retention was strong. Their reputation in the market was solid. Their RFP win rate was not.
Partners were spending 15-20 hours writing each proposal from scratch. The firm could realistically respond to three or four RFPs per month. Larger opportunities were being passed on because there was simply no bandwidth. As McKinsey's research on AI in professional services shows, firms that systematise proposal generation consistently outperform those that do not.
Then they lost a AED 2.8M engagement they were well-qualified for because their proposal arrived two days after the deadline. The partner writing it had three active client deliverables running at the same time. That was the moment that changed everything.
"We were losing work not because we were unqualified, but because we could not respond fast enough. Partners were writers when they should have been advisors."
The agent reads the full RFP document and extracts key requirements, evaluation criteria, budget signals, and client context. Partners receive a structured brief in minutes rather than spending hours doing this manually.
The agent searches an internal knowledge base of past proposals, case studies, and team profiles to identify the strongest capability match for each brief. The most relevant evidence surfaces automatically.
A structured first-draft proposal is produced in under 2 hours in English and Arabic: executive summary, proposed approach, team profiles, delivery timeline, and pricing architecture. Partners review, not write.
Partners annotate and refine the draft rather than starting from zero. The time investment drops from 18 hours to 3 hours per proposal. The quality goes up because partners focus on strategy, not formatting.
The agent monitors all active RFPs, tracks submission deadlines, and flags approaching deadlines to the relevant partner 72 hours in advance. Zero missed deadlines in six months post-deployment.
Proposal outcomes are stored and used to improve future capability matching and draft quality. The system gets better with every submission. The knowledge base compounds over time.
Average turnaround dropped from 8 days to 2 days. Annualised revenue opportunity increased by AED 6.2M based on average engagement value. Partners spend their best hours advising clients, not formatting documents.
"Our partners were spending their best hours writing documents. Now they spend those hours advising clients. The quality of our proposals went up and so did our win rate."
Managing Partner, Catalyst Advisory