Key trends and insights report:

The 2026 AI Quoting Benchmark

How modern print shops are cutting quote time 95% and doubling win rates. The five-outcome benchmark, three customer cases, and a 10-question evaluation framework for AI print quoting software.

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Five outcomes. Three print shops. One framework for the next 24 months.

Why this benchmark matters

The print buyer's clock has changed. The median print shop responds to an inbound estimate request in 24 to 72 hours. The buyer on the other side is comparing that to a SaaS-style instant quote they received from a competitor on the same morning.

The shops closing that response-time gap are not making operational improvements. They are winning more bids, lifting margins, and compounding share. This report sets out the five outcomes that now define modern print quoting performance and benchmarks them against the customer data running through GelatoConnect Estimator in production.

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What's inside

An independent, evidence-led report for print-shop CEOs and operations leaders.

  • Chapter 1. The 24-hour window is closing — why instant quotes are no longer a differentiator.
  • Chapter 2. What the industry means by ‘AI’ — and what it doesn’t.
  • Chapter 3. The five-outcome benchmark: time-to-quote, win rate, quoting effort, margin discipline, throughput.
  • Chapter 4. Three print shops, three outcomes: ESP Colour, Inkee, BSG.
  • Chapter 5. Inside the engine: how AI actually prices a job.
  • Chapter 6. The strategic question: suite or spear?
  • Chapter 7. 10 questions for evaluating AI print quoting software.
  • Chapter 8. The choice ahead — the next 24 months.

30-minute read. Free PDF download.

Download the report

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Free PDF. 30-minute read.

Three named-customer benchmarks. Five outcomes that define modern quoting performance. A 10-question framework you can put on the table at your next vendor evaluation.

 

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Want to know how your shop ranks on the benchmark?

The 2026 report defines the five outcomes that separate AI-native quoting from manual estimating. To see where your operation stands today, take the 2-minute Intelligence Score self-assessment.