😬 The Proposal That Almost Died
Picture this: you send a proposal you’re proud of. Five minutes later, a skeptical “client” hands you five reasons to reject it, ranked by how likely each one is to happen. That’s the exact trick an agency pro pulled off, sharing the whole method in a Reddit post that picked up 67 upvotes.
The original poster works at a digital marketing agency, writing website proposals and pitch decks every week. For a long time, ChatGPT only polished the wording, and the proposals came out sounding nice but generic. Before any pitch leaves the building now, it has to survive a fake rejection first. Here’s the setup, what it catches, and how you can run the same test on your next proposal before a real client ever sees it.
📉 Why Your Pitch Needs an Enemy
Most proposals get written by someone too close to the work. You know the project inside out, so it reads like a feature list instead of an answer to a problem. That’s exactly what tripped up this agency pro on a hospitality client pitch. The proposal listed a shiny new CMS and a full redesign, but it never once mentioned bookings.
When the hostile-client prompt got asked why it would say no, the answer landed hard. It said, “I don’t care about a CMS, I care about more reservations.” That one line reframed the entire proposal around revenue instead of features.
The same test caught two more problems worth stealing for your own pitches. A pricing section with one giant number read as overpriced at a glance. Splitting it into phases got the first phase signed on the spot. A pitch deck also spent six slides talking about the agency and only two on the client’s actual problem. Flipping that ratio turned a weak deck into a signed one.
🛠️ How to Run the Hostile Client Test
Quick start: write your proposal as usual, then hand it to a meaner version of your reader before a real one sees it. Here’s the exact process, step by step.
- Finish your proposal or deck the way you normally would, polish included.
- Paste the whole thing into ChatGPT along with this exact prompt: “You’re the client receiving this proposal. You’re busy, a bit skeptical, and you’ve seen 5 other agency pitches this week. Give me the 5 reasons you’d reject this or ghost us, ranked by how likely they are. Don’t be polite.”
- Read the five reasons in order. The top one is the most likely objection, so fix it first, not the fifth item a nitpicky client might raise.
- Rewrite whatever gets flagged. Tie every feature back to an outcome the client cares about, like revenue or time saved, not tool names.
- Ask one more question: “Now tell me the one thing that would make you say yes today.” Whatever comes back usually becomes the opening line of the real pitch.
💡 Tips & Tricks
- Give it a persona under pressure. “Busy, skeptical, seen 5 pitches this week” gets sharper feedback than a plain “review this.”
- Make it rank, not list. Asking for the top 5 reasons, ranked by likelihood, stops it from dumping 20 edge cases nobody would ever raise.
- Chase the “yes” question too. The follow-up about what would make the client say yes today often reveals the hook you’re missing in your intro.
- Don’t treat it as gospel. One commenter on the thread made a sharp point: the stress test fixes structure. It won’t catch tone. Clients notice a bad tone before they can even name what’s wrong. Sometimes the AI also invents objections a real client would never raise in a hundred years. Treat it as a stress test, not a final verdict.
- Steal the format for more than proposals. One commenter, a real estate agent, said they’re planning to use this same setup to practice negotiation before tough deals.
🏴☠ Go Get Rejected on Purpose
Next proposal you write, don’t send it straight to the client. Send it to a meaner, more skeptical version of them first. Let ChatGPT play the villain, then fix whatever it digs up before anyone real ever reads it. It’s like having a tough client review your work before the real one gets the chance!
Head over to the original Reddit thread to see more agency folks swapping their own hostile-client personas, from sales decks to cold outreach. Freelancers and founders are picking it up too, not just agencies, which tells you the problem it solves is bigger than one industry.
Frequently Asked Questions
Q: Does this catch all the problems with my proposal?
Not everything. It’s great at spotting structural gaps and missing business cases, but it usually defaults to generic professional tone that reads like every other agency’s work. You’ll get structural feedback, but you might need a second pass to actually inject your voice and personality.
Q: How do I avoid generic sounding proposals after ChatGPT revisions?
Instead of telling ChatGPT to improve your tone, show it samples of your best writing (past emails, successful pitches) and ask it to match that. As one commenter pointed out, examples teach it how you write, not just how to write well. Way more effective than descriptions alone.
Q: When should I NOT trust ChatGPT’s feedback?
ChatGPT sometimes flags objections real clients would never care about. Treat it as a stress test and reality check, not the gospel. If something doesn’t match your actual industry or what real clients have told you, skip it. The real test: does this change actually improve your win rate?
Q: Can I use this technique outside of agency proposals?
Totally. Real estate agents are already doing this for negotiation practice. Freelancers, salespeople, anyone pitching anything can adapt it. The real magic is the persona with teeth (‘busy, skeptical, seen 5 pitches’), not the specific proposal type. Persona > industry.
I run client proposals through ChatGPT as a “hostile client” before sending them. It’s saved me more deals than any template.
by u/join2nitesh in ChatGPTPromptGenius