Where does AI drive revenue rather than just produce more content?
In the operations layer: proposal and RFP drafting from your own prior wins, CRM hygiene, call summarization, and account research that a rep would otherwise skip. Content generation is the least valuable thing in this function and the first thing most firms sell.
- Increase revenue
- Improve operational efficiency
Sales & Marketing
Content is the least valuable thing here
Most AI sold into marketing produces more content faster. More content is not the constraint in any organization we have worked with, and it is the easiest thing for a competitor to match, because they bought the same tool.
The constraint is usually the operations layer: proposals that take three weeks because the person who knows the answer is on holiday, CRM data too poor to forecast from, and reps spending a third of the week on administration.
What we build
Proposal and RFP response drafted from your own prior wins and capability statements, with a human approving every answer. For anyone who sells to enterprises this is the highest-return build in the function, because the same security and capability questions arrive twenty times a year in slightly different wording.
Call summarization that writes back to the CRM, with the rep confirming rather than typing. This is the only reliable way we have seen to fix CRM completeness, because it removes the work rather than mandating it.
Account research briefs assembled before a first call: what the company does, what changed recently, who the people are, what they have bought before.
What we measure
Proposal turnaround and win rate, rep hours on administration, and CRM field completeness on closed-won records. Forecast accuracy improves later, once the data underneath it is worth forecasting from, and claiming it early is how these projects lose credibility.
Typical projects
- Proposal and RFP responses drafted from prior wins and your actual capability statements
- Call and meeting summarization with CRM fields updated, then confirmed by the rep
- Account research briefs assembled before a first call
- CRM hygiene: deduplication, enrichment, and the data quality that reporting depends on
- Campaign and content performance analysis across channels that report differently
The same work, by industry
How it starts
A three-week assessment scoped to this area: where the hours actually go, what is worth building, and what to fix first. You keep the findings whether or not there is a next part.