<?xml version="1.0" encoding="UTF-8"?>

<!--XBRL Document Created with the Workiva Platform-->
<!--Copyright 2026 Workiva-->
<!--r:019f1588-952e-7c4c-bdcb-508b1080f866,g:3e3c8b0d-1bd7-4dc4-8e26-54547af205d9-->
<link:linkbase xmlns:link="http://www.xbrl.org/2003/linkbase" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.xbrl.org/2003/linkbase http://www.xbrl.org/2003/xbrl-linkbase-2003-12-31.xsd">
  <link:roleRef roleURI="http://www.atlantic-international.com/role/Cover" xlink:type="simple" xlink:href="altn-20260629.xsd#Cover"/>
  <link:presentationLink xlink:role="http://www.atlantic-international.com/role/Cover" xlink:type="extended">
    <link:loc xlink:type="locator" xlink:label="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_CoverAbstract"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_DocumentType_019f1588-952e-7b01-b806-2eab9f2ababb" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_DocumentType"/>
    <link:presentationArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_DocumentType_019f1588-952e-7b01-b806-2eab9f2ababb" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_DocumentType_019f1588-952e-7a7a-9929-17b2ceb1ea77" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_DocumentType"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_DocumentPeriodEndDate_019f1588-952e-71fb-82ad-c46868bec2c1" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_DocumentPeriodEndDate"/>
    <link:presentationArc order="2" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_DocumentPeriodEndDate_019f1588-952e-71fb-82ad-c46868bec2c1" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityRegistrantName_019f1588-952e-724d-be95-05303804ede8" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_EntityRegistrantName"/>
    <link:presentationArc order="3" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_EntityRegistrantName_019f1588-952e-724d-be95-05303804ede8" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityIncorporationStateCountryCode_019f1588-952e-721f-a52e-d5d647efdf60" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_EntityIncorporationStateCountryCode"/>
    <link:presentationArc order="4" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_EntityIncorporationStateCountryCode_019f1588-952e-721f-a52e-d5d647efdf60" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityFileNumber_019f1588-952e-7bcc-8677-585df93388e4" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_EntityFileNumber"/>
    <link:presentationArc order="5" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_EntityFileNumber_019f1588-952e-7bcc-8677-585df93388e4" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityTaxIdentificationNumber_019f1588-952e-7bf8-9f96-e05ad05a965c" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_EntityTaxIdentificationNumber"/>
    <link:presentationArc order="6" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_EntityTaxIdentificationNumber_019f1588-952e-7bf8-9f96-e05ad05a965c" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_CityAreaCode_019f1588-952e-75e0-8f35-af2cc326451a" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_CityAreaCode"/>
    <link:presentationArc order="7" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_CityAreaCode_019f1588-952e-75e0-8f35-af2cc326451a" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_LocalPhoneNumber_019f1588-952e-7ae0-9565-9625dafb2b4a" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_LocalPhoneNumber"/>
    <link:presentationArc order="8" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_LocalPhoneNumber_019f1588-952e-7ae0-9565-9625dafb2b4a" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressAddressLine2_019f1588-952e-7ad6-88f9-4c3ce34ad0d5" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_EntityAddressAddressLine2"/>
    <link:presentationArc order="9" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_EntityAddressAddressLine2_019f1588-952e-7ad6-88f9-4c3ce34ad0d5" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressCityOrTown_019f1588-952e-703f-a2c9-08a77ca043e0" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_EntityAddressCityOrTown"/>
    <link:presentationArc order="10" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_EntityAddressCityOrTown_019f1588-952e-703f-a2c9-08a77ca043e0" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressAddressLine1_019f1588-952e-7e3f-a0f8-b9c23cad22e8" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_EntityAddressAddressLine1"/>
    <link:presentationArc order="11" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_EntityAddressAddressLine1_019f1588-952e-7e3f-a0f8-b9c23cad22e8" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressStateOrProvince_019f1588-952e-7b82-bffc-714c8401efbe" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_EntityAddressStateOrProvince"/>
    <link:presentationArc order="12" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_EntityAddressStateOrProvince_019f1588-952e-7b82-bffc-714c8401efbe" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityAddressPostalZipCode_019f1588-952e-7891-b2a2-35181cab4868" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_EntityAddressPostalZipCode"/>
    <link:presentationArc order="13" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_EntityAddressPostalZipCode_019f1588-952e-7891-b2a2-35181cab4868" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_WrittenCommunications_019f1588-952e-7fb2-ab4a-8cab175985a5" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_WrittenCommunications"/>
    <link:presentationArc order="14" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_WrittenCommunications_019f1588-952e-7fb2-ab4a-8cab175985a5" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_SolicitingMaterial_019f1588-952e-7d63-a55f-92831e25f9de" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_SolicitingMaterial"/>
    <link:presentationArc order="15" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_SolicitingMaterial_019f1588-952e-7d63-a55f-92831e25f9de" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_PreCommencementTenderOffer_019f1588-952e-77c6-b9a7-35e6ff79ba7e" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_PreCommencementTenderOffer"/>
    <link:presentationArc order="16" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_PreCommencementTenderOffer_019f1588-952e-77c6-b9a7-35e6ff79ba7e" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_PreCommencementIssuerTenderOffer_019f1588-952e-7ea2-b250-6c8409898a73" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_PreCommencementIssuerTenderOffer"/>
    <link:presentationArc order="17" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_PreCommencementIssuerTenderOffer_019f1588-952e-7ea2-b250-6c8409898a73" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityEmergingGrowthCompany_019f1588-952e-7998-b825-e22f6b776c72" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_EntityEmergingGrowthCompany"/>
    <link:presentationArc order="18" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_EntityEmergingGrowthCompany_019f1588-952e-7998-b825-e22f6b776c72" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityExTransitionPeriod_019f1588-952e-719c-b1cc-f9ec95b9c3b9" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_EntityExTransitionPeriod"/>
    <link:presentationArc order="19" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_EntityExTransitionPeriod_019f1588-952e-719c-b1cc-f9ec95b9c3b9" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_EntityCentralIndexKey_019f1588-952e-782c-a189-a121e2e1a058" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_EntityCentralIndexKey"/>
    <link:presentationArc order="20" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_EntityCentralIndexKey_019f1588-952e-782c-a189-a121e2e1a058" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_AmendmentFlag_019f1588-952e-766f-b909-a66e3ec710d0" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_AmendmentFlag"/>
    <link:presentationArc order="21" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_AmendmentFlag_019f1588-952e-766f-b909-a66e3ec710d0" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_DocumentInformationTable_019f15a1-aff2-7df1-b570-95e2066d7ac7" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_DocumentInformationTable"/>
    <link:presentationArc order="22" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_CoverAbstract_019f1588-952e-79b9-9801-6fa2bc4d18f2" xlink:to="loc_dei_DocumentInformationTable_019f15a1-aff2-7df1-b570-95e2066d7ac7" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_DocumentInformationLineItems_019f15a1-aff2-72f5-b2dd-dc85e11022c5" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_DocumentInformationLineItems"/>
    <link:presentationArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_DocumentInformationTable_019f15a1-aff2-7df1-b570-95e2066d7ac7" xlink:to="loc_dei_DocumentInformationLineItems_019f15a1-aff2-72f5-b2dd-dc85e11022c5" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
    <link:loc xlink:type="locator" xlink:label="loc_dei_CurrentFiscalYearEndDate_019f15a1-aff2-7937-a0da-d72c76f49c90" xlink:href="https://xbrl.sec.gov/dei/2026/dei-2026.xsd#dei_CurrentFiscalYearEndDate"/>
    <link:presentationArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/parent-child" xlink:from="loc_dei_DocumentInformationLineItems_019f15a1-aff2-72f5-b2dd-dc85e11022c5" xlink:to="loc_dei_CurrentFiscalYearEndDate_019f15a1-aff2-7937-a0da-d72c76f49c90" xlink:type="arc" preferredLabel="http://www.xbrl.org/2003/role/terseLabel"/>
  </link:presentationLink>
</link:linkbase>
