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Leaving a SaaS tool without losing data history

Short answer

Leaving a SaaS tool without losing history needs a trial export and a check that an employee can reconstruct a past decision from it. A file of records often lacks the attachments, so you count the file coverage and what needs explaining before you switch off the old system. At Syntalith an app costs from €3,000 net, and at 150 history searches a month of 15 minutes each it pays back in 3.3 months.

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
net per application, fixed price before contract
from €3,000
from signing the contract to acceptance
4–10 weeks
free prototype on your documents
€0

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

Data and systems: statistics 2026

3.3 mo.

payback of a €3,000 app at 150 history searches a month: €1,309 of work today, €394 with checking and the model. Scenario.

Figures checked: 22 October 2026

The history has to answer an employee's question

A company is changing its ticketing system. The downloaded report holds numbers, dates, descriptions and final states. An account manager wants to check why the replacement of a specific part was agreed, and the answer sits in a comment and an attachment that the export did not cover. The employee still opens the old system.

In the archive, an employee searches for the case by its old number or by customer and sees the materials in a context that makes sense. A source label shows where each record comes from, and any missing part of the history is named openly. Open cases move to the new system with a link to the archive, because the person taking over needs the current responsibility and what is left to do.

Trial export: completeness of attachments
Cases in the trial
200
Attachments linked in the source
600
Readable after download
570
Coverage
570 ÷ 600 = 95%

To explain: 30 attachments × 4 min

2 h

Hypothetical figures, to be replaced with the result of the trial export. Counting records is not enough; you have to open the files.

Signing off the archive
  • An old case found by number and by customer
  • A decision explained from the materials kept
  • Open cases in the new system with a link
  • Gaps described, with a person responsible

What it costs and when it pays back

Scenario: 150 history searches a month
Today
150 history searches × 15 min = 37.5 h (€1,309)
With the system, a person checks the output in 30% of the time
€393
Model, 1 call per case, Claude Sonnet 5.5
€1
Cost of one case
€8.72 today, €2.63 with the system
Saving
€915 a month

Payback of €3,000

3.3 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: 3,000 input tokens and 300 output tokens per call at Anthropic's rates, converted at the ECB rate of 1.1205 USD per euro on 22 October 2026.

The count covers the work around a case: searching, reading, writing and passing it on. What remains is the time to check the result, 30% of today's work in the scenario. Before the quote we time both on 20 to 100 cases the team has already handled, in a €0 test that takes 5 working days.

An archive needs looking after too: granting access, keeping search working and keeping files readable. Agree an export of the data with its relations, access to the code and documentation for the next contractor.

Check what the available export contains

Atlassian describes exporting Jira issues to CSV, including comments when all fields are exported, and notes that attachment files are not downloaded this way. Check the scope of the export for your product, plan and permissions, and ask the vendor about transfer mechanisms and access to the history after the service ends. The new product's own importer may be enough. A custom archive is worth considering when the team needs the old history and the new system should run a simpler workflow.

Importer, archive or full migration
  • The new system imports everything with attachments

    the vendor's importer

    included in the new system

  • History needed, a simpler new workflow

    an archive with search and links

    from €3,000

  • History and workflow in one place

    a full migration with mapping

    priced after a trial

Where to start

The first step is a trial export of a few closed and ongoing cases, and a check that the team can reconstruct a decision from them. For the call, describe one case the team goes back to after the work is finished. We build such a rollout as part of AI apps. For the free analysis, a description of one case from recent weeks and of the tools it ran through is enough. You do not need to send confidential documents, and you get a written plan within 2 working days.

Worked example · Scenario

How we count the payback: an archive after SaaS

We run the same count for your company in the free analysis.

€2,327

a month for matching 1,000 documents to cases by hand

Payback: 1.5 mo.

4 minutes per document matched to a case 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: reading a document in our case-file system (about €0.0002) plus matching it to the case and a note on what is missing (Claude Sonnet 5.5, about 2,000 + 300 tokens), at the ECB rate of 1.1205 USD per euro on 22 October 2026.

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 ↗

When an off-the-shelf tool does not fit, we build your own.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 25, 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 →

Custom AI apps

When an off-the-shelf tool does not fit, we build your own.

We build an application with a language model for the work of your team: searching the company's knowledge, case panel or portal. We check the validity of your documents before launch, and the code stays with you.

See AI applications →
net per application, fixed price before contract
from €3,000
from signing the contract to acceptance
4–10 weeks
free prototype on your documents
€0

Questions

  • How do you leave a SaaS tool without losing data?

    Run a trial export, check the coverage of attachments and comments, move open cases to the new workflow and closed ones to an archive with links. Switch off the old system after the archive is signed off.

  • Is a CSV export enough?

    Usually not. A CSV export may contain links to attachments in place of the files, so you have to open the files and check whether past decisions can be reconstructed.

  • How much does such an app cost?

    At Syntalith from €3,000 net. At 150 history searches a month of 15 minutes each, the payback is 3.3 months. We agree integrations and maintenance before the quote, and the model costs €1 a month.

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
When we roll out ChatGPT, Claude or Copilot, you buy the licences directly from OpenAI, Anthropic or Microsoft and they invoice you. We add nothing to the licence.
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.