AI is no longer a buzzword, it’s a game-changer. Based on interviews with senior professionals across five continents, this article distils real-world insights into how AI is transforming the way organisations win business.
There are lots of ways that AI can help in the sales cycle. But the standout use case based on our research? Proposal GenAI. Sales and bid teams are seeing dramatic improvements in speed and quality, generating high-impact first drafts in minutes, not days. We’re talking about RFP responses, proactive proposals, pitches and value reports. But success hinges on one thing: content quality. AI is only as good as the knowledge it’s fed and the prompts it’s given.
Organisations with strong content hubs, knowledge management practices and prompt libraries are leading the way.
We bet you have an opinion on AI in sales and we know some of the responses below will resonate. We asked senior bid and salespeople for a gut response to the following question: “Tell me the first five words that come to mind that you’d associate with AI in bids and proposals.”
Feed it right. Train it well… like a puppy!
From competitive intelligence to bid qualification, AI is expanding its reach. It has a place in: capture tactics, market and competitive intelligence, active qualification, reviews, pitch scripts and more.
AI thrives on curated, high-quality content. From bid and prompt libraries to operational templates, feeding AI the right material is essential. But it doesn’t stop there: training the AI to reflect your brand voice, client tone, and sector-specific language is what makes sales proposals truly stand out. Our suggested approach is overleaf is shown below.
Tools like Perplexity and Humantic are helping teams understand client pain points and tailor responses with precision. Yet, adoption in these areas is still maturing.
Tool selection: choose wisely, move fast
With over 100 AI content generation tools in the market, choosing the right one can be overwhelming. The key? Define your needs, involve your bid community, and don’t get dazzled by demos. Whether you opt for traditional platforms like Loopio or newer players like AutogenAI, trust and usability are paramount.
Not sure if you’re using the right system or which ones you should be looking at? That’s why we created MyProposalPathway. This low-cost, expert-led service helps teams quickly identify the right AI and automation tools for their needs, saving time, avoiding vendor bias, and boosting win rates through tailored, independent recommendations.
“We built a matrix to compare tools. If users didn’t like the layout, adoption would be zero.”
The business case: still emerging, but promising
While anecdotal evidence of improved win rates and proposal quality is strong, hard ROI data remains elusive. Efficiency gains are clear: less time rewriting, less strain on fee earning staff time, and happier teams. However, translating that into financial metrics is still a work in progress.
‘’We had a 21% uplift in [the RFP evaluation] scores. Can I say it was all AI? No. But even a few percent is a win.”
Change management: the human factor
AI adoption is as much about people as technology. Successful implementations treat it as a change management programme, involving teams early, managing expectations, and providing ongoing support.
“AI is just a tool. What you wrap around it, process, people, culture, is what drives success.”
Risks & rewards: navigate with care
From hallucinations to bias and data security, AI brings risks, but with the right governance, training, and safeguards, these can be managed. The goal is not to replace humans, but to elevate them. Your customer insight and knowledge play the biggest role here.
“What’s really important to the customer won’t come across in the RFP documents. So what do we know about the customer from our meetings with them or from our previous projects with them? That’s got to be human knowledge and that’s where the value will be added.”
Put in a formula:
AI-generated insights < Real insights
Ready to lead the change?
Strategic Proposals has helped clients win millions with a capture rate over 90%. With over 35 years of experience and a global team of experts, we’re here to help you harness AI to win smarter, faster, and better.
Read the full paper, with all of the information, here.
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Article by Strategic Proposals