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Small Business Operations Fine-Tuning Dataset

Quotes, invoicing, scheduling, and supplier communication.

Fine-tune a model on this dataset

$29 for the dataset. Training is priced separately by model, starting at $47.

What is in this dataset

644 instruction-response pairs covering quotes, invoicing, scheduling, and supplier communication. Each pair is a realistic question with a full written answer, in the JSONL format used for supervised fine-tuning. No synthetic filler, no duplicated rows.

Example pairs

Real rows from the dataset, shown in full.

Write a professional price quote for a residential painting job (interior, two rooms, 1,200 sq ft total) that includes paint, labor, and a 10% discount for first-time customers.

Subject: Price Quote for Interior Painting – Jane Doe Residence Dear Jane, Thank you for considering our services. Below is your detailed quote for painting the living room and master bedroom (approx. 1,200 sq ft total): - Paint (premium matte, two coats): $480 - Labor (3 days, 2 painters): $1,200 - Supplies (tape, drop cloths, brushes): $120 - Subtotal: $1,800 - First-Time Customer Discount (10%): -$180 - Total: $1,620 This quote is valid for 14 days. Work can begin as early as next Tuesday. Please call or reply to schedule. Thanks again!

Write a follow-up email for a price quote on a landscaping project that I sent two weeks ago and haven't heard back about.

Subject: Checking In on Your Landscaping Quote Hi Mark, Hope you're doing well. I wanted to circle back on the quote I sent on March 10 for your backyard landscaping project—just checking if you had any questions or if you'd like to move forward. I've got an opening next week if you're ready to schedule. No rush at all, just wanted to keep the option open. Let me know either way! Best, Alex GreenScape Pros

Write a friendly invoice payment reminder for a client whose invoice is due in 3 days. The invoice is for $850 for a website update.

Subject: Friendly Reminder: Invoice #2049 Due in 3 Days Hi Sarah, Just a quick heads-up that Invoice #2049 for $850 (website update) is due on April 5. No action needed if you've already sent payment—just wanted to make sure it's on your radar. Let me know if you need a copy of the invoice or have any questions. Thanks for your business! Best, Mike

Who this is for

Trade and service businesses sending quotes, invoices, and confirmations.

Which models this works with

The dataset is plain JSONL, so it works with any instruction-tuned open model. On Rebiha you can train it directly on:

Training uses LoRA, or QLoRA on a 4-bit base for larger models. Your base model's weights are never modified — training produces a separate adapter.

How it works

  1. Pick this dataset and a base model.
  2. Rebiha runs the job on a managed GPU. You set up nothing.
  3. Download your model: a ready-to-run GGUF, plus developer assets (adapter, tokenizer, configs).

Fine-tuning or RAG?

Use RAG when the model needs facts that change — your prices, your documents, today's inventory. Use fine-tuning when you want consistent style and structure without prompting for it every time. This dataset teaches the shape of a good answer in this domain, not facts to look up.

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