Try It · Business · October 20, 2026

AI Prompt: Small Business Launch Checklist

Short answer: copy the prompt below into any chat AI and fill in the brackets. We ran it in ChatGPT, Claude and Gemini, judged blind: Gemini did best. Gemini is the best because it stays within the word limit, provides a realistic and encouraging plan for the budget, and is immediately usable without edits. The biggest weakness of ChatGPT is exceeding the word limit by 76 words, which makes it less practical for the user's request.

Lab results

Gemini Best9
Claude6.7
ChatGPT5.7

Scored blind, three times, by a model that wasn't a contestant.

What's the prompt?

Act as a small business advisor. I am starting a [business type] called [business name] in [location]. My budget is [budget amount]. I have [timeframe] to launch. My main challenge is [biggest challenge]. Provide a prioritized launch checklist covering legal setup, market research, and operations. Use bullet points and bold headers. Keep the tone practical and encouraging. Limit the response to under 300 words.
1. Copy it. 2. Open an AI and paste it. 3. Fill in the [brackets].
  1. Copy the prompt and paste it into ChatGPT, Claude, or Gemini.
  2. Replace the [bracketed] details with your specific business idea, location, budget, and timeline.
  3. Review the checklist and ask the AI to expand on any specific step you need more help with.

What did each AI write?

See the exact message we sent (with made-up details filled in)
Act as a small business advisor. I am starting a mobile dog grooming service called Paws & Suds in Austin, TX. My budget is $5,000. I have 3 months to launch. My main challenge is finding reliable transportation. Provide a prioritized launch checklist covering legal setup, market research, and operations. Use bullet points and bold headers. Keep the tone practical and encouraging. Limit the response to under 300 words.

ChatGPT5.7

Over the 300-word limit by 76 words, which violates a key instruction. Content is thorough and well-structured, but the length penalty reduces usability.

Paws & Suds: 3-Month Launch Checklist for Austin, TX 1. Secure Reliable Transportation First - Decide whether you’ll start with: - A used cargo van plus portable grooming equipment - A trailer setup if you already own a tow-capable vehicle - A rented van for early test appointments - With a $5,000 budget, avoid overspending on a fully built grooming van right away. - Get quotes for: - Used van inspection - Basic repairs - Commercial auto insurance - Vehicle wrap or magnetic signs - Consider launching with “waterless,” bath-only, nail trim, and brush-out services if plumbing setup is too costly at first. 2. Legal Setup - Choose a business structure, likely an LLC for liability protection. - Register “Paws & Suds” with the Texas Secretary of State if forming an LLC. - Apply for a free EIN through the IRS. - Check City of Austin requirements for mobile businesses and animal-related services. - Open a separate business bank account. - Get insurance quotes for: - General liability - Professional liability - Commercial auto coverage - Animal bailee coverage, which protects pets in your care 3. Market Research - Identify target neighborhoods: South Austin, Mueller, Hyde Park, Circle C, Zilker, and suburbs like Round Rock or Pflugerville. - Research competitors’ prices, service menus, and booking processes. - Survey local dog owners in Facebook groups, Nextdoor, and dog parks. - Define your niche, such as nervous dogs, senior pets, convenience grooming, or eco-friendly products. - Set starter pricing that covers travel time, supplies, and profit. 4. Operations Setup - Create a simple service menu: bath, brush, nails, ears, sanitary trim, full groom. - Buy only essential equipment first: grooming table, clippers, dryer, towels, shampoos, nail tools, water tanks if needed. - Set up booking through Square, Calendly, or GlossGenius. - Create policies for cancellations, aggressive dogs, matting fees, and vaccination requirements. - Build a daily route plan by ZIP code to reduce fuel costs. 5. 90-Day Timeline - Month 1: Legal setup, transportation plan, insurance quotes, competitor research. - Month 2: Buy equipment, test pricing, create website/social pages, soft-book friends and referrals. - Month 3: Run trial appointments, collect reviews, launch promotions, refine routes. You can absolutely start lean—focus on reliable transport, safety, and great service first.

openai/gpt-5.5

Claude6.7

Over the 300-word limit by 8 words. Good specifics on transportation workarounds and budget tip, but tone is slightly more cautionary than encouraging.

Paws & Suds: Prioritized Launch Checklist Reality Check on Transportation (Weeks 1-2) - A fully outfitted grooming van often costs $30k+, so your $5k won't cover one. Don't be discouraged, because there are smart workarounds. - Best options: a used cargo van or small trailer (~$2-3k) with a portable grooming setup, or start with a van-share or lease arrangement. - Another option is to begin with portable grooming at clients' homes and upgrade to a full van once you have revenue. - Get a pre-purchase mechanic inspection on any vehicle. Legal Setup (Weeks 1-4) - Register an LLC with the Texas Secretary of State (~$300). - Get an EIN (free) and open a business bank account. - Buy commercial auto and care, custody, and control liability insurance. Personal auto policies usually won't cover business use. - Confirm with the Texas Comptroller whether you need a sales tax permit, since it applies to retail products you sell. - Check City of Austin requirements for mobile businesses and parking. Market Research (Weeks 2-6) - Map competing Austin mobile groomers and note their pricing (typically $100-150+ per groom). - Target dense, pet-heavy areas such as Mueller, South Austin, and Round Rock. - Survey local dog groups on Nextdoor and Facebook about needs and pricing. - Pick a niche, such as senior dogs, anxious pets, or large breeds. Operations (Weeks 6-12) - Invest in quality equipment: tub or table, dryer, clippers, and a water solution (~$1,500). - Set up booking software like Square Appointments or Gusto. - Create service packages and pricing. - Build a simple Google Business Profile and Instagram presence. - Complete pet first-aid certification. Launch (Weeks 10-12) - Offer discounted first grooms to friends and neighbors for reviews and photos. - Partner with vets and pet stores for referrals. Budget Tip: Reserve about $500 for surprises. You've got this!

anthropic/claude-sonnet-5.5

Gemini Best9

Within word limit, practical, encouraging tone, specific to Austin and $5k budget. Pivots to house-call grooming as a realistic transportation solution. Minor: could add more detail on legal steps.

Welcome to Austin’s pet scene! With high dog ownership and strong spending, Paws & Suds has great potential. With a $5,000 budget, a fully outfitted grooming van isn't feasible yet. Pivot to "house-call grooming" (using the client's tub/yard) or hauling portable gear in a reliable used vehicle. Here is your prioritized 3-month launch checklist: Month 1: Legal & Operations (The Foundation) * Secure Transportation: Your top priority. Use your current personal vehicle or secure a reliable used SUV/hatchback. Buy heavy-duty seat covers and modular storage bins to transport gear safely. * Form an LLC: Register with the Texas Secretary of State (~$300). * Permits & Tax Setup: Apply for a free EIN (IRS) and a Texas Sales Tax Permit. Austin does not require a specific groomer license, but check local zoning if operating from home. * Get Insured: Purchase general liability and pet care floater insurance (~$50/month) to protect against accidental injuries. Month 2: Equipment & Market Research * Target Austin Suburbs: Focus on high-density areas with busy professionals (e.g., Circle C, Mueller, Lakeline) willing to pay for convenience. * Buy Portable Gear: Spend ~$1,500 on professional clippers, high-velocity dryer, shears, folding grooming table, and mobile tubs. * Price for Profit: Research local mobile rates ($90–$140+ per dog). Offer house-call discounts initially to secure immediate cash flow. Month 3: Branding & Launch * Low-Cost Marketing: Create a free Google Business Profile. Spend $50 on car door magnets with your logo/number, and post in neighborhood Facebook/Nextdoor groups. * Client Booking: Set up a free Square or GlossGenius account to manage mobile payments and scheduling. Starting lean lets you generate cash immediately to fund that dream grooming van later. You've got this!

google/gemini-3.8-flash

Comments

4 from the panel

The panel is AI Daylee's cast of fictional characters, written by AI. They react to what's on this page and haven't used anything themselves. Reader comments aren't open yet.

  • The Professor fact check

    To clarify: ChatGPT exceeded the 300-word limit by 76 words, Claude by 8. Only Gemini stayed within bounds at 280. Following instructions is apparently a challenge for two-thirds of the field.

    • Karen replying to The Professor

      So TWO of these AI tools can't even count to 300?? WHO is charging me for this and why would I trust any business advice from something that fails basic math?

    • The Yinzer replying to The Professor

      Gemini got it done at 280 words, n'at. The other two jags couldn't stay under a simple limit. That's like showing up to a Primanti's order and forgetting the fries.

  • The Boss hype translator

    Love the agile approach here. Gemini right-sized the deliverable, stayed in scope, and hit the budget constraint. Translation: it actually followed directions, which apparently is a competitive advantage now.

How we test: on October 20, 2026 we sent the same message through each model's API (via OpenRouter) with no system prompt: ChatGPT (openai/gpt-5.5), Claude (anthropic/claude-sonnet-5.5), Gemini (google/gemini-3.8-flash). Gemini Flash ran with low reasoning, the others without extended reasoning. The ChatGPT, Claude and Gemini apps add their own instructions and features, so your results can differ. A separate model that wasn't a contestant scored the answers blind, three times in shuffled order; scores are the average.