Skip to content

Blog · Published · Updated

AI tender monitoring: changed terms and deadlines

Short answer

The deadline in an AI tender alert has to be tied to the current procurement documents, because the first notice does not contain later changes to the terms of reference. When you choose a monitoring service, settle where the date comes from, when it was checked and who takes over a conflict between the notice and the change. This guide follows Polish procurement law.

How we workDetails ↓

  1. 01Call30 minutes with an engineer, free
  2. 02PrototypeA working system on your process and data, free
  3. 03ImplementationTarget and fixed price in the contract; 50% at signing
  4. 04Acceptance50% once the agreed target is met
analysis with an engineer and a free prototype
€0
team in ChatGPT or Claude, up to 10 people
from €1,150
automation, agent or application for one process
from €3,000

We belong to the OpenAI and Anthropic partner programmes and learn through their official courses. What this means ↓

Author: Syntalith · 3 min read

Example: the morning request inbox
Agent · ready

Statistics

Tenders and AI: statistics 2026

3.1 mo.

payback of €3,000 at 400 procedures a month: €1,396 of work today, €423 with checking and the model. Scenario.

Figures checked: 22 October 2026

A tender alert ready for a decision
  • The deadline from the latest change to the documents
  • The source of the date and the date it was checked
  • The old attachment marked as superseded
  • The person who takes over a conflict

What Polish law says about changing tender documents

This section covers Polish public procurement. The Polish Public Procurement Law, consolidated text Dz.U. 2026 item 793, governs changes to the SWZ, the Polish terms of reference for a contract. In an open tender, Article 137 allows a change before the deadline for submitting tenders and requires it to be made available, with separate rules for the non-public part of the documents. Paragraph 6 requires the deadline to be extended when the change matters for preparing a tender or needs extra time to read it and prepare a tender.

In the basic procedure, Article 286 also describes changing the documents and extending the deadline accordingly. Its paragraphs 5 to 7 cover information on the procedure's website and the notice of the change. These are different procedural grounds. Do not pick one article number for every alert only because contract titles look alike. We checked these provisions on 11 October 2026.

These provisions give no single number of days that a model should add after every change. A specific procedure needs the published information and the right procedure type checked. Judging whether the buyer acted correctly is a separate task for the person who handles procurement.

The old attachment stays in the set

In a fictional exercise, the system downloads the notice and the terms of reference. Later the buyer publishes a change to one requirement and a notice of a new deadline. The team already has a summary of the old version saved. If the model's next task uses only the files downloaded earlier, it can return the old date again.

The proposed view keeps the document version, the moment it was downloaded and a link to the procedure's page. A change marks the earlier assessment as needing review. Adding the new date to a calendar is not enough when the corrected condition also affects the decision to take part or the documents needed for the tender.

An unavailable source does not confirm the data is current

Settle what the monitor covers: notices, procurement documents, changes and answers available in the agreed places. A lack of access to one source should be visible. The message „no changes” must never appear only because a page could not be downloaded.

When dates conflict, the result should show both sources. The person responsible for the tender checks the documents and clarifies the situation through the proper channel. The model should not pick the later date at will because it looks more convenient. In this guide we do not calculate the deadline of a specific contract or the legal remedies.

A monitoring trial before you order

For acceptance, choose past procedures whose course you know. Keep the state before the change and after it. Check whether the system spots a change of date when the attachment's name stays the same, reports a document it could not read and shows the earlier assessment as out of date. Also assess the case where part of the material is shared by a channel other than the public page.

This is a proposed test. It claims no ready connection to every platform. Compare the result with a manual review of the whole agreed sample. Counting only correctly found notices will not reveal missed updates.

Syntalith can build monitoring and a first-assessment workflow for tenders for agreed sources. The scope, source fees and maintenance need a quote. The earlier decision, whether an ordinary alert is enough, is described in the comparison of an alert and an AI agent. For the first call, one public procedure whose change was hard to notice is enough.

What it costs

Scenario: 400 procedures a month
Today
400 procedures × 6 min = 40 h (€1,396)
With the system, a person checks the result in 30% of the time
€419
Model, 1 call per case, Claude Sonnet 5.5
€4
Cost of one case
€3.49 today, €1.06 with the system
Saving
€973 a month

Payback of €3,000

3.1 months

The volume, the time and the checking share are the scenario's assumptions. €34.90 an hour is the EU average hourly labour cost for 2025 according to Eurostat. Model: 4,000 input tokens and 300 output tokens per call at Anthropic's rates, at the ECB rate of 1.1205 USD per euro on 22 October 2026.

What we measure in the trial
  • The time from receiving a case to the result, before and after the change
  • Cases the application passed to a person
  • Corrections by the person checking
  • The cost of the model and maintenance at the target volume

Where to start

In the free review we choose one process and count the volume and the team's working time, and within 2 working days you receive a written summary with a price. We build the automation as part of AI automations, from €3,000 net.

Worked example · Scenario

How we count the payback: tender monitoring

We run the same count for your bid team in the free review.

€1,047

a month for reviewing 600 tender notices by hand

Payback: 3.4 mo.

3 minutes to review a notice and checking in 15% of the old time are our assumptions. €34.90 an hour is the EU average hourly labour cost for 2025 according to Eurostat, for companies with 10 or more employees. Model cost: Claude Sonnet 5.5, about 6,000 + 800 tokens per notice with its assessment, at the ECB rate of 1.1205 USD per euro on 22 October 2026. Reading a notice in our system alone costs about €0.0002. The tender margin is a scenario: we assume that 1 in 5,000 notices spotted in time ends in a winning bid with a margin of €4,590. In the review we count it on your tenders.

See the full calculation →

This is how we implement it in companies

All case studies →

Client results.

All projects →
foap.comcustomer service

foap.com customer service: 95% of replies are sent automatically.

Users from several countries write to foap.com, in several languages. The system reads the entire conversation and the terms of that person, and then sends a response in that person's language. Questions about money and exceptions go to the team with a ready draft, so they have to check and send them.

the system sends the answers itself, without human typing
95%
time from the arrival of the e-mail to the ready response (median)
30 s
e-mails that require a response receive a ready-made draft
100%
less work for every 1000 answers (estimate)
47 h

Data from foap.com production, October 20-21, 2026. Estimate: 3 minutes for handwritten response.

How foap.com customer service works →
Sample messages. Money matters always come to the person.

Other implementations

jaktako.design

studio projektowe

−87%

Time to look for new customers, every day

4 hours → 30 min

approx. 73 hours less per month (21 days of work)

according to the studio

How the agent loop works →
Signature Estates

real estate

approx. −90%

Operator time spent browsing portals, per day

2–3 hours → 20 min

approx. 45 hours less per month (21 days of work)

respect · contact the seller 5 minutes after the announcement

How the agent finds property listings →
Kuba Koziej, CEO and co-founder of MoreGrowth and board member at Natu.Care

Kuba Koziej

CEO and co-founder, MoreGrowth

„We started with my own AI agent. During the training that followed, I learned to build new applications myself. Today I am bringing this way of working with AI into my business. Working with Syntalith gave me exactly the skills and tools I needed.”

View the original training review on LinkedIn ↗

Start with the process that takes the most time each week.Book a free process review (30 min) →

How we build automation and agents

From a conversation to a working system in four steps.

  1. 01 · 30 min

    Free process review

    €0

    You're talking to an engineer. You receive the written plan within 2 business days.

  2. 02 · 5 days

    Free prototype

    €0

    The system works on 20-100 cases that your team has already handled. You see every result.

  3. 03 · 2–16 weeks

    Build

    50%

    Fixed price and goal written in the contract. First installment upon signing.

  4. 04 · after reaching the goal

    Reception

    50%

    You pay the second installment when the system reaches its target on your cases.

How a free prototype is created

Mon.

We set a goal

What result do you consider good?

Tue–Wed

The system is working

It goes through your affairs, one by one.

Thu

We compare

We check every difference with the team's work.

Fri

Result and price

List of errors and fixed implementation price.

You choose the matters. We anonymize them upon request, they stay in the EU and we delete them after the test.

On the market, such a test usually costs from PLN 3,000 to PLN 8,000.

Book a free process review (30 min)

We establish a prototype during a free analysis.

Data checked on October 21, 2026.

„Is my data safe?”

Yes. You choose where they go: from your company account to the model on your server.

  1. 00Employee's private account

    Customer and company data ends up in an account that the company cannot see or control. There is no data processing agreement, so it is a violation of the GDPR. When an employee leaves, the chat history goes with them.

  2. 01ChatGPT or Claude corporate account

    The provider does not use your data to train models. A copy of the queries remains in his logs for up to 30 days.

  3. 02API with zero retention (ZDR)

    The provider processes the request and does not save anything. It requires his consent, we prepare the application together.

  4. 03Processing in the EU

    Queries are counted and stored in Europe: OpenAI in the EU region, Claude via clouds with the EU region.

  5. 04Model at your place

    The open model runs on your server or in your cloud in the EU. The data does not go outside the company.

What we do with every implementation

  • Confidentiality agreement and data processing agreement before we receive any data.
  • You choose the cases for the prototype and we anonymize them upon request.
  • The data stays in the EU and we delete it after the test.
  • Corporate accounts with an administrator on your side.

When data cannot leave the company

The open model runs on your server or in your cloud in the EU. To choose from:

White-tailed eagle
Polish model, SpeakLeash and ACK Cyfronet AGH
PLLUM
Polish model, HIVE consortium commissioned by the Ministry of Digitization
Qwen
Alibaba
GLM
Zhipu AI
DeepSeek
DeepSeek

We select a model for the task and check it on your cases. We run it, tune it and maintain it.

Source: Bielik and PLLuM, ACK Cyfronet AGH ↗ · PLLuM, Ministry of Digitization ↗

Do you have a lot of your own data? We will fine-tune the small model.

  1. 1 Your examples
  2. 2 tuning
  3. 3 test on new cases
  4. 4 model at your place

When you have thousands of similar emails, documents or reports, we teach a small open model based on your examples. It works for you, responds quickly and costs less to maintain than a large model. We measure quality on issues that the model has not seen while learning.

Przemysław and Piotr did it in large programming and consulting companies. Artem did it before and does it today at Syntalith. It's about models on your own infrastructure, tuning and quality measurement.

You choose the protection level during the interview. We sign the data processing agreement before we see any data.Schedule a free analysis →

AI implementation

Start with the process that takes the most time each week.

The engineer chooses one process with you and calculates how much it costs today. Then we build a free prototype on 20-100 cases that your team has already handled. We write down the goal and the fixed price in the contract.

See AI implementation →
analysis with an engineer and a free prototype
€0
team in ChatGPT or Claude, up to 10 people
from €1,150
automation, agent or application for one process
from €3,000

Questions

  • Will an AI tender alert show the current deadline?

    Only when the monitoring checks all the procurement documents, including changes to the terms of reference. The alert should give the source of the date and the date it was checked.

  • What should you do when the tender source is unavailable?

    Mark the deadline as unconfirmed and pass the case to the person who will check the documents. A lack of access does not confirm that nothing changed.

  • How much does it cost?

    At Syntalith, AI apps, automations and agents start from €3,000 net. At 400 procedures a month and 6 minutes each, the payback is 3.1 months.

Let's talk

Just write, call or choose a date.

We work fast because we hate corporate cotton wool. We don't have salespeople or managers to keep an eye on managers. You talk immediately to engineers who then build your system. We respect each other's time and yours too.

We will accept 3 more companies by the end of the year.

Mon–Fri 9:00–17:00 CET

What our OpenAI and Anthropic partnerships mean for you.

OpenAI makes ChatGPT and Anthropic makes Claude. We belong to the partnership programs of both companies, so we work with their tools every day and learn from the creators themselves.

OpenAI Select PartnerClaude Partner Network
01We will select a tool for the task
We implement both ChatGPT and Claude. We check both on your documents, and you choose the one that makes fewer corrections and saves more time.
02Knowledge straight from the creators
We learn from official OpenAI and Anthropic courses and materials. Your team learns about the features and settings that work today.
03Licenses without our margin
You buy accounts directly from OpenAI or Anthropic and receive an invoice from them. We do not add anything to the license.
04Certified engineers
On the team, we have an AWS certification in machine learning and an Anthropic certification in systems architecture on Claude.

Participation in programs does not mean that OpenAI or Anthropic endorses our services.