Quotation Automation 2026: 5 Levels of Maturity (From Manual Excel to Autonomous AI Agents)

In 2026, a B2B customer will see your quote via ChatGPT before you even see their email. An AI agent compares price lists in four minutes. Meanwhile, 80 percent of Polish B2B compaNos are still calculating quotes in Excel, just like in 2015.

The latest data from Gartner, released in March 2026, makes it clear: 67 percent of B2B buyers prefer a shopping experience WITHOUT contact with a sales representative. This represents an increase from 61 percent just six months earlier. Furthermore, a 6sense survey shows that 94 percent of B2B buyers use Large Language Models (ChatGPT, Claude, Perplexity) in the purchasing process. Meanwhile, 83 percent of buyers define their requirements BEFORE any conversation with sales. The customer already knows what they want. Meanwhile, your salesperson is still putting together an offer in Word.

We have an interesting situation in Poland. On the one hand, PwC Poland reports that 69 percent of employees use GenAI every day. On the other hand, a PARP survey shows that 94.1 percent of Polish compaNos do not use AI at allWell, we have a shadow AI: salespeople are using ChatGPT, but the company has no process automation in place. Everyone is winging it. The chaos is snowballing.

We’ve developed this pillar as a framework to help you make sense of the situation. Specifically, it outlines the five levels of quotation automation maturity in the Polish B2B seCTOr by 2026. We’ve labeled these levels from L0 (manual) to L5 (autonomous AI agents). For each level, we’ll show you specific tools, prices in PLN, implementation time, win rate, and what you’re actually losing if you stay at the previous level.

Quotation Automation 2026: In the Age of AI, Every Second Counts, Not Hours

Harvard Business Review published the now-classic study "Speed to Lead." Specifically, compaNos that respond to an inquiry within the first 5 minuteses have 21 times more likely to qualify a lead and a 100-fold higher conversion rate than compaNos that respond within 30 minutesuteses. In contrast, the median response time in B2B (based on a Sample of 939 compaNos) is 47 hours. Meanwhile, an AI agent operating 24/7 responds in seconds.

That’s why this article isn’t a “how-to” guide. It’s a diagnostic framework. The main goal is for you to find your place on the map and see what your competitors are doing at the next level. Then you can make an informed decision about whether this leap makes sense for your company in 2026.

Diagnosis in 30 seconds: where are you?

Well, here are three questions. In that case, answer honestly:

1. How long does it yese to create a standard quote? From the customer's inquiry to sending the file/link? Days, hours, or minutes?
2. Do you know when a customer opened your offer? Without logging into the Customer Relationship Management. Do you receive a notification?
3. Can the customer change the terms of the offer on their own? (size, variant, quantity) and see the updated price without you having to do anything?

Three "no"s plus days instead of hours means you're on L0-L1. Moreover, if you respond within hours, you have opening tracking, but the client does not configure it himself, you are on L2. In turn, if the customer calculates the offer himself and the system reacts to events, you are on L3, which is Poland’s “sweet spot” for 2026. Levels L4–L5, on the other hand, require AI, which currently is available in less than 1 percent of Polish compaNos.

What are the maturity levels of quotation automation? Table of 5 levels

First, here’s the full table (so you can see the progression right away), and below are detailed descriptions of each level, including specific tools and prices in PLN.

Specifically, the table shows the scale. However, the actual decision depends on the context. That is why, below, each level has its own section explaining when it makes sense and when it does not.

L0: Manual quotation (Excel, Word, email)

So, a salesperson receives an inquiry. They open an Excel file with the price list (the March version, though they’re not entirely sure). They calculate the quote. They copy it into Word. They format it. They export it as a PDF. They send it via email. They finish at 7:00 p.m. The customer opens the quote the following afternoon. They come back with a question about a different size. The cycle starts all over again.

This is what L0 looks like, and this is what 80 percent of Polish B2B compaNos will look like in 2026. While there is no data from a nationwide survey, Sellwise and Mach Consulting consistently point out that “preparing proposals from scratch” is the biggest time-sink for Polish B2B salespeople. The time it yeses to prepare an offer ranges from 3 to 7 days, and in extreme cases (complex B2B with configuration) can reach 2 weeks.

L0 symptoms: check if you recognize yourself

• Two versions of the price list are circulating around the company, and no one knows which one is current
• The salesperson forgets about Monday's lead because a new one came in on Wednesday
• A customer calls asking about the status of the offer, no one knows if he answered
• The offer sent on Friday at 3:30 p.m. has not been followed up on until the following Friday
• A salesperson spends 60 percent of their time on administrative tasks (calculating, formatting, sending), and 40 percent talking to customers

When to stay at L0

In any other case, L0 amounts to an unconscious decision to lose a deal today to a competitor who responds within hours. According to a 6sense study, 78 percent of customers buy from the company that responds first. Meanwhile, on average, L0 loses the lead response time race to every company at L2+ or higher.

L1: Templated PDF + e-signature

The first step in the upgrade. That’s because it doesn’t require changing the process, just the tools. The salesperson still prepares the proposal, but instead of using Word, they use a template in PandaDoc, Sellizer, SalesWizard, or Proposify. The result: the proposal is ready in 1–2 days instead of 3–7. Plus, you get e-signatures and open tracking.

L1 tools and prices for the Polish market

• PandaDoc – $35–$100 per user per month (global leader, limited presence in Poland)
• Sellizer – PLN 150–1,000 per user per month (Polish product, open alerts, integration with Pipedrive/HubSpot/Livespace)
• SalesWizard, starting at 69 PLN/user/month (Polish, the only one with native Autenti e-signature, free plan)
• Proposify – $30–$100 per user per month (drag-and-drop editor, agencies)
• Qwilr – $35–59 per user per month (interactive web-based proposals, not PDFs)

Specifically, the annual cost for a team of 10 people is 5,000–30,00PLN 0 for Polish tools and 15,000–60,00PLN 0 for global ones. Implementation yeses 1–2 weeks. The standout feature is the e-signature (which eliminates the need to “print, sign, and scan”) plus open tracking (so you know when a client reads the offer).

L1 Limits: What's Missing

Specifically, L1 is still a templated PDF, albeit a nice one. The customer still doesn’t configure the product themselves. Meanwhile, for compaNos with a configurable catalog (heat recovery, solar power, construction, furniture, machinery), L1 doesn’t change the game. That’s why the natural path for them is to jump straight to L3, skipping L2.

L1, on the other hand, is ideal for service-based compaNos that use fixed pricing, such as consulting compaNoss, marketing agencies, IT service providers, and law compaNoss. In this case, the proposal is a structured document, not a configurator.

L2: Customer Relationship Management + Integrated Quoting

Specifically, L2 is the next logscal step. A lead is added to the Customer Relationship Management. A sales representative creates a quote from the deal view. The quote syncs with the pipeline. Closing the deal updates the status. Additionally, it includes automated follow-ups, reporting, and forecasting. Quote creation time: 2–8 hours. The win rate increases to 25–35 percent.

L2 Tools for the Polish Market

• HubSpot Sales Hub – $90–$150 per seat per month (best UX, mid-market scalability)
• Pipedrive + PandaDoc – $14–$99 per user + $35+ (pipeline-driven SMB)
• Salesforce Sales Cloud – $25–$350 per user per month (enterprise with ecosystem)
• Livespace + Sellizer – 69–348 PLN per user + 15PLN 0 (Polish B2B with a long sales cycle)
• Microsoft Dynamics 365 Sales – $65–$150 per user per month (compaNos using the Microsoft stack)

The annual cost for 10 people is between 30,000 and 150,00PLN 0. Implementation yeses 2–8 weeks. You can find the full ranking of 29 tools in this Categories in a separate article: The Best Customer Relationship Management for a Manufacturing Company in 2026.

L2 Limits: Where It Gets Tough

The L2 level still lacks a product configurator. Customers cannot change the parameters themselves. There is no event automation (“the customer has visited the pricing section for the third time → notify the sales representative”). For manufacturing compaNos with a configurable catalog, L2 is a half-measure. In such cases, moving directly to L3 yields better results than optimizing L2.

For more information on the difference between Customer Relationship Management and Configure, Price, Quote (configure-price-quote), read What is Customer Relationship Management? i What is Configure, Price, Quote?.

What is the "sweet spot" of quote automation? L3: configurator + event automation

What's new in L3

Specifically, the quote is no longer a PDF. It becomes a web page where the customer can adjust the parameters (size, variant, quantity, options) themselves and see the price in real time. In turn, the system reacts to events: the customer opened the quote, the customer returned to the pricing section for the third time, the customer accepted, the customer ignored it for 7 days. Each event triggers an action: a notification to the sales representative, an automatic follow-up, or the generation of a contract for signature.

Above all, the customer experience is changing as well. Customers don’t read PDFs on their phones with microscopic font sizes. They click a link and see an interactive page where everything works. That’s the difference between an “offer to look at sometime” and an “offer the customer wants to buy right now.”

L3 Tools for the Polish Market

• JSON Hub – PLN 500–2,500/month for the entire workspace (up to 10/15/unlimited users) plus interactive quoting + Customer Relationship Management + PM + HR + automation + communication all in one
• Variantic – PLN 5,000–15,000/month plus implementation (Polish 3D SaaS)
• Comarch ERP with a configurator – PLN 50,000–200,000 for implementation (if you already have Comarch)
• Threekit – $500–$10,000/month (enterprise 3D for global e-commerce)
• JSON Crew custom MVP – PLN 30,000–90,000 (custom solution when SaaS isn't enough)

Namely, the annual cost for 10 people: PLN 6-30,000 for Polish SaaS, PLN 200,000 plus for enterprises. Full ranking of the 27 tools in this Categories: best product configurators 2026. Meanwhile, to fully explain what the configurator is: What is a product configurator.

Real-world case studies of Polish compaNos on L3

Ten Polish compaNos from various industries operate on the JSON Hub. Specifically, these include heat recovery (Recovery Center, where customers select a device and receive a quote), photovoltaics and heat pumps (renewable energy), construction (Metal Roofing, featuring a configurator for fences, roofs, and facades plus a virtual tour), HVAC, product customization, and workwear laundry. Meanwhile, JSON Crew custom clients (Akpil for agricultural machinery, Forest for hunting weapons) are at L3 with L4 elements (custom business logsc).

When NOT to jump from L3 to L4

L4: AI assist (lead scoring, copilot, predictions)

L4 is essentially an AI overlay for an existing L3 system. Thisols such as Salesforce Einstein, HubSpot Breeze, Gong, and Apollo add a layer of intelligence to the existing process. AI scores leads (to determine which deal will close the fastest). Copilot generates a first draft of the proposal. Predictions show the win rate per deal even before it’s sent.

L4 Tools and Prices

• Salesforce Sales Cloud + Einstein/Agentforce – $175–$475 per user per month (market leader, highest TCO)
• HubSpot Breeze AI, under the Pro/Enterprise plans plus outcome-based pricing starting in April 2026 ($0.50 per completed call, $1 per lead)
• Gong – $1,300–$3,000 per user per year, plus a platform fee of $5,000–$50,000, plus $7,500–$28,500 for onboarding (concompaNosed 34% win rate, Mintel case study)
• Apollo.io – $49 per user per month (the most affordable AI for sales; used by 160,000 compaNos)
• Gong / Chorus.ai, analysis of sales calls using AI

The Reality of L4 in Poland in 2026

Well, the reality is stark. There are zero public production deployments of Salesforce Agentforce in Poland. Gong is a niche solution (expensive, no Polish UI). Meanwhile, the tools actually used by Polish compaNos are: Apollo (USD 49 = the cheapest AI for sales) plus HubSpot Breeze as part of the Pro/Enterprise plans. SALESmanago and Synerise are AI tools for marketing/CX, not typically for sales.

A realistic L4 path for Polish B2B in 2026: HubSpot Pro ($450/month for 10 users) plus Apollo ($490) = approximately 4,PLN 500/month for AI in sales. Plus the L3 configurator. This is L3.5, not full L4. Full L4 (Einstein, Gong), on the other hand, makes sense for compaNos with 20–100 salespeople and a budget of 60,000–500,00PLN 0/year.

L4 Limits

That said, AI currently does not support custom business logsc. It performs very well with standard pipelines (B2B SaaS, services). It struggles with industry-specific processes (manufacturing with BOM/MRP, renewable energy with subsidies and paperwork). Furthermore, AI scoring requires historical data. A company at L0-L1 has nothing to score. That’s why L4 without a foundation at L3 is a waste of money.

L5: Autonomous AI agents (early adopter territory, 2026)

Specifically, L5 is the final level. At this stage, the AI agent yeses over the conversation with the customer. It generates a quote, answers questions, follows up, and escalates to a human only in complex cases. Quote generation time: under 5 minuteses. Example: Salesforce Agentforce achieves 70 percent autonomous conversations for 1-800Accountant (Salesforce case study).

L5 Tools

• Salesforce Agentforce – $125–$650 per user per month; total cost of $75,000–$200,000 per year for a team of 10 people
• Microsoft Copilot Studio, for custom AI agents in the Microsoft ecosystem
• PROS Smart Configure, Price, Quote + Pricefx + Vendavo, AI-powered dynamic pricing for airlines and manufacturing
• Custom AI agentsLangChain, AutoGen, custom JSON Crew MVPith AI agents (early adopter)

When is sick leave appropriate?

Well, for compaNos that want to be first. Specifically: a company already at Level 4 with solid data, AI governance in place, an in-house data science team, and a budget of 100,000–1,000,00PLN 0 per year for experimentation. In this case, Level 5 provides the first-mover advantage—being a year ahead of the competition.

On the other hand, for 99 percent of Polish B2B compaNos, L5 in 2026 is a misyese. This is because without a solid foundation (L3 + L4), an AI agent generates automated chaos. The scale of the chaos grows along with automation. First, streamline the process; then add intelligence.

Decision tree: where are you, what's next

First of all, you're at L0, you have a simple service catalog, and a team of 1–5 people.
Move to L1. Polish SaaS: SalesWizard (starting at 69 PLN/user) with native Autenti e-signature. Implementation yeses one week. Cost: 5,000–10,00PLN 0/year. The next step (L2) should only be yesen once the team grows to 10+ people.

Second spricerio: You're at L0/L1 and have a configurable product (heat recovery, solar power, HVAC, construction).
Skip L2. L1 won’t make a difference, and L2 is a half-measure. Go straight to L3. Polish SaaS: JSON Hub Professional (PLN 500/month) or Variantic. Implementation yeses 2–4 weeks. Cost: 6,000–30,00PLN 0/year. Killer feature: the offer is presented as a webpage, and the customer calculates the price themselves.

Spricerio three: You're at L1/L2, you have 10–20 salespeople, and you offer classic B2B services without a configurator.
Optimize L2. Full integration of Customer Relationship Management + PandaDoc + automations. HubSpot Pro or Pipedrive Power plus PandaDoc. Cost: 30,000–80,00PLN 0/year. L4 only when you have 20+ sales reps and a stable process.

Option 4: You're at Level 2/Level 3, with 20+ salespeople and historical data on 1,000+ deals.
Time to step it up. Specifically, HubSpot Breeze (the most affordable option, available with Pro/Enterprise plans) or Apollo plus the configuration tool. Cost: 60,000–200,00PLN 0 per year. Only consider this when you have a team of 30+ salespeople and need conversation intelligence.

Case 5: You're on sick leave and want to be the industry leader in AI agents.
L5 as a pilot, not as a standard. Salesforce Agentforce (if already on Salesforce) or custom AI agents (LangChain, AutoGen, JSON Crew custom MVPith AI). Budget: 100,000–1,000,00PLN 0/year. AI governance established BEFORE implementation.

Polish legal and technical context: KSeF, GDPR, AI Act

Here are three regulations that are reshaping the planning of automated bidding in Polish compaNos in 2026.

KSeF: e-invoicing requirement

Specifically, starting February 1, 2026, compaNos with a turnover exceeding PLN 200 million are required to issue invoices via KSeF. In turn, starting April 1, 2026, the Same requirement applies to all other active VAT-registered businesses. What does this mean for automated quoting? Well, a quote (pro forma) is NOT subject to KSeF. However, a quoting tool that generates an invoice upon acceptance MUST be integrated with KSeF.

In practice, this means: if you choose an L1-L3 tool with an invoicing module (e.g., JSON Hub, Comarch, enova365, Company), make sure it has certified KSeF integration. Polish SaaS solutions do; global ones (PandaDoc, HubSpot) do not. In that case, you’ll need a separate ERP system with KSeF integration.

GDPR + AI Act

Article 22 of the GDPR states that a natural person has the right not to be subject to a decision based SOLELY on automated processing. In a B2B context: if AI scores leads (which are sole proprietorships), Article 22 applies. Meanwhile, the full AI Act, with requirements for high-risk AI, yeses effect in August 2026. Oversight: KRiBSI and UODO.

Implication for L4-L5: AI tools in sales must be transparent (the customer knows that scoring is automated) and allow for human review (the customer can request a human assessment).

Frequently Asked Questions: Questions We Get from Customers

How much does it actually cost to go from Level 0 to Level 3?

Specifically, for a company with 10–30 employees at L0 with a customizable product: 6,000–30,00PLN 0 per year for Polish L3 SaaS (JSON Hub, Variantic, Flowdog) plus 5,000–20,00PLN 0 for implementation. Thistal for the first year: 11,000–50,00PLN 0. The return on investment comes within 3–6 months from three sources: faster responses to customers (more closed deals), less time spent by salespeople on admin tasks (more calls), and fewer errors in pricing (fewer retroactive discounts).

Will AI really replace salespeople by 2026?

Well, no. After all, AI in 2026 is a co-pilot, not a replacement. CompaNos that tried full autonomy (mainly Level 5 pilots in 2024–2025) are returning to hybrid models. The average ROI for agentic AI is 171 percent, but only with discipline. Meanwhile, AI without a process = automated chaos. The salesperson still closes the deal; AI handles the top of the funnel and admin tasks.

KSeF: What do I need to do in the bidding tool?

First, check whether your tool has a certified KSeF integration. Polish SaaS platforms (JSON Hub, Comarch, enova365, Company, Symfonia) do. Second, for global tools (PandaDoc, HubSpot, Pipedrive), you need a separate ERP system (Comarch, enova365, Symfonia) with KSeF. However, a quote (pro forma) does NOT require KSeF; only the invoice does, once it has been approved.

What's next?

Namely three paths depending on where you are.

First, if you are on L0 and have a configurable product, skip L1-L2 and target L3 (JSON Hub or competitor). Implementation 2-4 weeks. Cost of the first year: 11-50 thousand. PLN. ROI in 3-6 months.

The second option: if you’re at L1–L2 with a stable process and 20+ salespeople, add an AI layer (L4). Specifically, HubSpot Breeze or Apollo. Cost: 60,000–200,00PLN 0/year. ROI in 6–12 months.

The third option is for those in L4 who want the early mover advantage. In this case, experiment with L5 as a pilot. Salesforce Agentforce or custom AI agents (JSON Crew custom MVP). Budget 100-1000 thousand. PLN/year. Governance AI must be set up BEFORE implementation.

Regardless of your level, if you don't know where you are or what's next, write to us. 30 minutesuteses of conversation. We define the level, map the path, and provide budget ranges. No selling a tool you don't need.

Frequently Asked Questions