Zambia workspace

Local Strategy Inventory Dashboard

Coverage, publication year, translation status, and AI-readiness of local strategy and budget documents across Zambia LSGs.

The Strategy Inventory Dashboard summarizes the availability and readiness of local strategy and budget documents across Zambia LSGs. It helps users assess whether the planning evidence base is sufficiently complete, current, translated, and AI-ready to support alignment analysis, SWOT synthesis, and investment recommendations.

Zambia LSG universe: 116Last updated: Jun 11, 2026

LSGs Expected

116

Expected Zambia LSG universe.

LSGs with Documents

112 / 116

Distinct LSGs with at least one document source.

Coverage Rate

97%

LSG-level coverage, not document count.

Documents Found

112

Strategy, budget, plan, and other records.

AI-ready

107

Parsed records ready for AI-assisted analysis.

Needs Translation / Validation

Records blocked before full AI use.

Publication timing

Count by Year of Publication

Unknown year: 15

AI readiness

Readiness status breakdown

Document inventory

Local strategy and budget documents

Showing 116 of 116 inventory records

Search LSGPublication yearReadinessDocument typeTranslation

	Region	Document Type		Source Status	Translation Status	Parsing Status	AI-ready
Chadiza Chadiza AI-ready	Eastern	Strategy	2020	Found	Not required	Parsed	Yes	Open source
Chama Chama AI-ready	Muchiga	Strategy	2025	Found	Not required	Parsed	Yes	Open source
Chasefu Chasefu Missing	Eastern	Strategy	Unknown	Missing	Unknown	Not started	No	No link available
Chavuma Chavuma AI-ready	North-Western	Strategy	2022	Found	Not required	Parsed	Yes	Open source
Chembe Chembe AI-ready	Luapula	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Chibombo Chibombo AI-ready	Central	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Chiengi Chiengi AI-ready	Luapula	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Chifunabuli Chifunabuli AI-ready	Luapula	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Chikankanta Chikankanta AI-ready	Southern	Strategy	2021	Found	Not required	Parsed	Yes	Open source
Chilanga Chilanga AI-ready	Lusaka	Strategy	Unknown	Found	Not required	Parsed	Yes	Open source
Chililabombwe Chililabombwe AI-ready	Copperbelt	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Chilubi Chilubi AI-ready	Northern	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Chingola Chingola AI-ready	Copperbelt	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Chinsali Chinsali AI-ready	Muchiga	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Chipangali Chipangali AI-ready	Eastern	Strategy	Unknown	Found	Not required	Parsed	Yes	Open source
Chipata Chipata AI-ready	Eastern	Strategy	Unknown	Found	Not required	Parsed	Yes	Open source
Chipili Chipili AI-ready	Luapula	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Chirundu Chirundu Needs Validation	Lusaka	Strategy	Unknown	Needs validation	Unknown	Failed	No	Open source
Chisamba Chisamba AI-ready	Central	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Chitambo Chitambo AI-ready	Central	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Choma Choma AI-ready	Southern	Strategy	2021	Found	Not required	Parsed	Yes	Open source
Chongwe Chongwe AI-ready	Lusaka	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Gwembe Gwembe AI-ready	Southern	Strategy	2022	Found	Not required	Parsed	Yes	Open source
Ikelenge Ikelenge AI-ready	North-Western	Strategy	Unknown	Found	Not required	Parsed	Yes	Open source
Isoka Isoka AI-ready	Muchiga	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Itezhi-Tezhi Itezhi-Tezhi AI-ready	Central	Strategy	Unknown	Found	Not required	Parsed	Yes	Open source
Kabompo Kabompo AI-ready	North-Western	Strategy	Unknown	Found	Not required	Parsed	Yes	Open source
Kabwe Kabwe AI-ready	Central	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Kafue Kafue AI-ready	Lusaka	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Kalabo Kalabo AI-ready	Western	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Kalomo Kalomo AI-ready	Southern	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Kalulushi Kalulushi AI-ready	Copperbelt	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Kalumbila Kalumbila AI-ready	North-Western	Strategy	2022	Found	Not required	Parsed	Yes	Open source
Kanchibiya Kanchibiya AI-ready	Muchiga	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Kaoma Kaoma AI-ready	Western	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Kapiri Mposhi Kapiri Mposhi AI-ready	Central	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Kaputa Kaputa AI-ready	Northern	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Kasama Kasama AI-ready	Northern	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Kasempa Kasempa Missing	North-Western	Strategy	Unknown	Missing	Unknown	Not started	No	No link available
Kasenengwa Kasenengwa AI-ready	Eastern	Strategy	2020	Found	Not required	Parsed	Yes	Open source
Katete Katete AI-ready	Eastern	Strategy	2020	Found	Not required	Parsed	Yes	Open source
Kawambwa Kawambwa AI-ready	Luapula	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Kazungula Kazungula AI-ready	Southern	Strategy	2021	Found	Not required	Parsed	Yes	Open source
Kitwe Kitwe AI-ready	Copperbelt	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Lavushimanda Lavushimanda AI-ready	Muchiga	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Limulunga Limulunga AI-ready	Western	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Livingstone Livingstone AI-ready	Southern	Strategy	2021	Found	Not required	Parsed	Yes	Open source
Luampa Luampa AI-ready	Western	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Luangwa Luangwa AI-ready	Lusaka	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Luano Luano AI-ready	Central	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Luanshya Luanshya AI-ready	Copperbelt	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Lufwanyama Lufwanyama AI-ready	Copperbelt	Strategy	Unknown	Found	Not required	Parsed	Yes	Open source
Lukulu Lukulu AI-ready	Western	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Lumezi Lumezi AI-ready	Eastern	Strategy	2020	Found	Not required	Parsed	Yes	Open source
Lundazi Lundazi AI-ready	Eastern	Strategy	2020	Found	Not required	Parsed	Yes	Open source
Lunga Lunga AI-ready	Luapula	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Lunte Lunte AI-ready	Northern	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Lupososhi Lupososhi AI-ready	Northern	Strategy	2020	Found	Not required	Parsed	Yes	Open source
Lusaka Lusaka AI-ready	Lusaka	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Lusangazi Lusangazi AI-ready	Eastern	Strategy	Unknown	Found	Not required	Parsed	Yes	Open source
Luwingu Luwingu AI-ready	Northern	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Mafinga Mafinga AI-ready	Muchiga	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Mambwe Mambwe AI-ready	Eastern	Strategy	2020	Found	Not required	Parsed	Yes	Open source
Mansa Mansa AI-ready	Luapula	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Manyinga Manyinga Needs Validation	North-Western	Strategy	2022	Needs validation	Not required	Needs review	No	Open source
Masaiti Masaiti AI-ready	Copperbelt	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Mazabuka Mazabuka AI-ready	Southern	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Mbala Mbala AI-ready	Northern	Strategy	2025	Found	Not required	Parsed	Yes	Open source
Milengi Milengi AI-ready	Luapula	Strategy	2025	Found	Not required	Parsed	Yes	Open source
Mitete Mitete Needs Validation	Western	Strategy	Unknown	Needs validation	Unknown	Failed	No	Open source
Mkushi Mkushi AI-ready	Central	Strategy	2025	Found	Not required	Parsed	Yes	Open source
Mongu Mongu AI-ready	Western	Strategy	Unknown	Found	Not required	Parsed	Yes	Open source
Monze Monze AI-ready	Southern	Strategy	2021	Found	Not required	Parsed	Yes	Open source
Mpika Mpika AI-ready	Muchiga	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Mpongwe Mpongwe AI-ready	Copperbelt	Strategy	Unknown	Found	Not required	Parsed	Yes	Open source
Mporokoso Mporokoso AI-ready	Northern	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Mpulungu Mpulungu AI-ready	Northern	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Mufulira Mufulira AI-ready	Copperbelt	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Mufumbwe Mufumbwe Needs Validation	North-Western	Strategy	2020	Needs validation	Not required	Needs review	No	Open source
Mulobezi Mulobezi AI-ready	Western	Strategy	2025	Found	Not required	Parsed	Yes	Open source
Mumbwa Mumbwa AI-ready	Central	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Mungwi Mungwi AI-ready	Northern	Strategy	2025	Found	Not required	Parsed	Yes	Open source
Mushindano Mushindano Missing	North-Western	Strategy	Unknown	Missing	Unknown	Not started	No	No link available
Mwandi Mwandi AI-ready	Western	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Mwansabombwe Mwansabombwe AI-ready	Luapula	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Mwense Mwense AI-ready	Luapula	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Mwinilunga Mwinilunga AI-ready	North-Western	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Nakonde Nakonde AI-ready	Muchiga	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Nalolo Nalolo AI-ready	Western	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Namwala Namwala AI-ready	Southern	Strategy	Unknown	Found	Not required	Parsed	Yes	Open source
Nchelenge Nchelenge AI-ready	Luapula	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Ndola Ndola AI-ready	Copperbelt	Strategy	2022	Found	Not required	Parsed	Yes	Open source
Ngabwe Ngabwe AI-ready	Central	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Nkeyema Nkeyema AI-ready	Western	Strategy	2025	Found	Not required	Parsed	Yes	Open source
Nsama Nsama AI-ready	Northern	Strategy	2025	Found	Not required	Parsed	Yes	Open source
Nyimba Nyimba AI-ready	Eastern	Strategy	2020	Found	Not required	Parsed	Yes	Open source
Pemba Pemba AI-ready	Southern	Strategy	2021	Found	Not required	Parsed	Yes	Open source
Petauke Petauke AI-ready	Eastern	Strategy	Unknown	Found	Not required	Parsed	Yes	Open source
Rufunsa Rufunsa AI-ready	Lusaka	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Samfya Samfya AI-ready	Luapula	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Senanga Senanga AI-ready	Western	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Senga Hill Senga Hill AI-ready	Northern	Strategy	2025	Found	Not required	Parsed	Yes	Open source
Serenje Serenje AI-ready	Central	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Sesheke Sesheke AI-ready	Western	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Shangombo Shangombo AI-ready	Western	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Shibuyunji Shibuyunji AI-ready	Central	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Shiwang'Andu Shiwang'Andu AI-ready	Muchiga	Strategy	2023	Found	Not required	Parsed	Yes	Open source
Siavonga Siavonga Needs Validation	Southern	Strategy	Unknown	Needs validation	Unknown	Failed	No	Open source
Sikongo Sikongo AI-ready	Western	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Sinazongwe Sinazongwe AI-ready	Southern	Strategy	2021	Found	Not required	Parsed	Yes	Open source
Sinda Sinda AI-ready	Eastern	Strategy	2021	Found	Not required	Parsed	Yes	Open source
Sioma Sioma AI-ready	Western	Strategy	2024	Found	Not required	Parsed	Yes	Open source
Solwezi Solwezi AI-ready	North-Western	Strategy	2022	Found	Not required	Parsed	Yes	Open source
Vubwi Vubwi AI-ready	Eastern	Strategy	2020	Found	Not required	Parsed	Yes	Open source
Zambezi Zambezi Missing	North-Western	Strategy	Unknown	Missing	Unknown	Not started	No	No link available
Zimba Zimba AI-ready	Southern	Strategy	2021	Found	Not required	Parsed	Yes	Open source

Follow-up queue

LSGs Requiring Follow-up

Missing or incomplete records indicate where additional source collection, translation, or validation may be required before AI-assisted analysis.

Chasefu

Eastern · Strategy

Missing

No source URL was provided in SNG Development Plans.xlsx.

Chirundu

Lusaka · Strategy

Needs Validation

PDF downloaded but first pages could not be parsed: {'cache_hit': False, 'page_count': 178, 'pages_parsed': 10, 'chars': 0}

Kasempa

North-Western · Strategy

Missing

No source URL was provided in SNG Development Plans.xlsx.

Manyinga

North-Western · Strategy

Needs Validation

The document is a summarized Integrated Development Plan at the province level (Muchinga Province). The selected local unit is District Manyinga in North-Western Province, which is not named or covered in the excerpt. The document scope appears to be provincial rather than local district, so scope is set to 'other' and matches_local_unit 'no'. Confidence is moderate due to absence of local unit mention and limited full document evidence. Auto-check: scope=other; matches_local_unit=no; confidence=0.50. Needs human validation: document_scope=other; matches_local_unit=no; confidence=0.50. Evidence: Muchinga Province Summarized Integrated Development Plan: 2022-2033 | SUMMARIES OF DISTRICT MUCHINGA PROVINCE | Legal Framework for Integrated Development Plans (IDPs) Page 1

Mitete

Western · Strategy

Needs Validation

PDF downloaded but first pages could not be parsed: {'cache_hit': False, 'page_count': 204, 'pages_parsed': 10, 'chars': 0}

Mufumbwe

North-Western · Strategy

Needs Validation

The document is an integrated development plan for Mambwe District, clearly local government strategy in Zambia from 2020. However, the selected local unit is Mufumbwe District in North-Western Province, but this document is for Mambwe District and Mambwe Town Council. Since the excerpt does not mention Mufumbwe or North-Western province, but shows a different district and council (Mambwe), document_scope is local_sng (district strategy) but matches_local_unit is 'no'. Confidence is lowered due to mismatch with local unit. Auto-check: scope=local_sng; matches_local_unit=no; confidence=0.50. Needs human validation: matches_local_unit=no; confidence=0.50. Evidence: MAMBWE DISTRICT INTEGRATED DEVELOPMENT PLAN | Prepared By: MAMBWE TOWN COUNCIL | REPUBLIC OF ZAMBIA MINSITRY OF LOCAL GOVERNMENT

Mushindano

North-Western · Strategy

Missing

No source URL was provided in SNG Development Plans.xlsx.

Siavonga

Southern · Strategy

Needs Validation

PDF downloaded but first pages could not be parsed: {'cache_hit': False, 'page_count': 147, 'pages_parsed': 10, 'chars': 0}

Zambezi

North-Western · Strategy

Missing

No source URL was provided in SNG Development Plans.xlsx.