Datasets:

electricsheepafrica
/

africa-ai-llm-attacks

record_id large_string	intelligence_source large_string	intelligence_source_url large_string	country large_string	attack_type large_string	ai_model_type large_string	target_sector large_string	language large_string	delivery_channel large_string	ai_generates_text int64	ai_generates_voice int64	ai_generates_image int64	ai_generates_video int64	ai_generates_code int64	ai_automates_attack int64	ai_personalizes_content int64	uses_local_african_language int64	multilingual_attack int64	overcomes_language_barrier int64	grammar_quality_high int64	culturally_adapted int64	realtime_conversation int64	adapts_to_victim_response int64	bypasses_email_filters int64	bypasses_ai_detection int64	polymorphic_content int64	scales_automatically int64	attacker_skill_level large_string	ai_lowers_skill_barrier int64	uses_dark_web_ai_service int64	organised_group int64	part_of_scam_network int64	messages_sent int64	success_rate_pct float64	victims_targeted int64	victims_compromised int64	financial_loss_usd int64	data_stolen int64	credentials_harvested int64	malware_deployed int64	detected int64	detected_by large_string	ai_detection_used int64	traditional_detection_failed int64	reported int64	label int64	is_synthetic int64	ai_modality_count int64	multimodal_ai int64	full_spectrum_ai int64	text_generation int64	voice_generation int64	visual_generation int64	code_generation int64	ai_capability_score int64	autonomous_attack int64	interactive_ai int64	personalized_attack int64	language_exploitation_score int64	local_language_attack int64	multilingual int64	language_barrier_overcome int64	high_quality_language int64	culturally_targeted int64	advanced_localisation int64	evasion_score int64	bypasses_defenses int64	advanced_evasion int64	scalable_attack int64	low_skill_attacker int64	skill_barrier_lowered int64	democratised_cybercrime int64	dark_web_ai int64	organised_operation int64	high_volume_campaign int64	mass_campaign int64	high_success_rate int64	large_target_pool int64	mass_targeting int64	effective_attack int64	log_messages float64	any_financial_loss int64	significant_loss int64	major_loss int64	data_compromised int64	credentials_stolen int64	malware_deployed.1 int64	impact_score int64	was_detected int64	ai_detected int64	traditional_failed int64	detection_gap int64	ai_vs_ai_defense int64	undetected int64	was_reported int64	detected_by_ai_tool int64	detected_by_user int64	detected_by_gateway int64	detected_by_analyst int64	type_phishing int64	type_bec int64	type_vishing int64	type_deepfake int64	type_romance int64	type_social_eng int64	type_malware_gen int64	type_vuln_discovery int64	type_credential int64	type_disinfo int64	type_code_exploit int64	type_chatbot int64	type_password int64	tool_mainstream_jailbroken int64	tool_dark_web_llm int64	tool_open_source int64	tool_media_gen int64	channel_email int64	channel_messaging int64	channel_social int64	channel_voice int64	is_west_africa int64	is_east_africa int64	is_southern_africa int64	is_north_africa int64	ai_threat_score float64	democratisation_risk_score int64	detection_challenge_score int64
AILLM001501	NCSC UK AI Cyber Threat Assessment 2024	https://www.ncsc.gov.uk/collection/near-term-impact-of-ai/cyber	Nigeria	ai_generated_phishing_email	ChatGPT_jailbroken	financial_institution	Lingala	dating_app	1	0	0	0	0	0	0	1	1	1	1	1	0	1	0	0	0	1	medium	1	1	0	0	40,013	7.7	75	5	2,224	0	0	0	1	email_security_gateway	1	1	0	1	1	1	0	0	1	0	0	0	1	0	0	0	5	1	1	1	1	1	1	0	0	0	1	0	1	0	1	0	1	1	0	0	0	0	4.6	1	0	0	0	0	0	1	1	1	1	0	1	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	1	0	0	0	14	10	0
AILLM002586	NCSC UK AI Cyber Threat Assessment 2024	https://www.ncsc.gov.uk/collection/near-term-impact-of-ai/cyber	Egypt	ai_generated_phishing_email	automated_phishing_toolkit	telecommunications	Swahili	sms	1	0	1	0	0	0	0	1	0	1	1	1	0	0	0	0	1	1	medium	1	1	0	1	872	29.8	84	25	417	0	1	0	1	security_analyst	0	1	0	1	1	2	1	0	1	0	1	0	0	0	0	0	4	1	0	1	1	1	1	1	0	0	1	0	1	0	1	1	0	0	1	0	0	1	2.94	1	0	0	0	1	0	2	1	0	1	1	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	15	8	12
AILLM002653	SlashNext State of Phishing Report 2024	https://www.slashnext.com/state-of-phishing-report-2024/	Zambia	llm_assisted_bec	custom_fine_tuned_llm	healthcare	Portuguese	whatsapp	1	1	0	1	0	1	1	0	0	0	1	1	0	0	0	0	1	1	medium	1	0	1	1	43	12.4	375	46	0	1	0	0	0	undetected	0	1	0	1	1	3	1	0	1	1	1	0	2	0	0	1	2	0	0	0	1	1	0	1	0	0	1	0	1	0	0	1	0	0	0	1	0	1	1.63	0	0	0	1	0	0	1	0	0	1	1	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0	19	5	15
AILLM001055	SlashNext State of Phishing Report 2024	https://www.slashnext.com/state-of-phishing-report-2024/	Nigeria	automated_social_engineering	WormGPT	individual_consumer	French	facebook	1	0	0	1	0	1	1	0	0	0	1	0	0	0	0	0	0	0	low	0	0	0	1	93	13	7	1	2,673	1	1	0	1	email_security_gateway	0	0	1	1	1	2	1	0	1	0	1	0	2	0	0	1	1	0	0	0	1	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	1.97	1	0	0	1	1	0	3	1	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	0	0	10.5	0	0
AILLM000705	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	Ethiopia	ai_malware_generation	WormGPT	media_journalism	Amharic	sms	0	0	0	1	1	1	1	1	0	1	1	1	1	0	0	0	0	1	low	0	0	0	0	89	15.3	194	29	698,092	1	0	1	1	url_scanning	1	0	1	1	1	2	1	0	0	0	1	1	3	0	0	1	4	1	0	1	1	1	1	0	0	0	1	1	0	0	0	0	0	0	1	1	0	1	1.95	1	1	1	1	0	1	3	1	1	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	0	19.5	2	-3
AILLM000106	Microsoft Digital Defense Report 2024	https://www.microsoft.com/en-us/security/blog/microsoft-digital-defense-report-2024/	Uganda	ai_credential_stuffing	open_source_llm	e_commerce	Yoruba	email	0	1	1	0	0	0	0	1	1	1	1	1	0	1	0	1	1	1	medium	1	0	1	0	2	19.3	67	12	102,042	0	0	0	1	ai_detection_tool	0	1	0	1	1	2	1	0	0	1	1	0	1	0	0	0	5	1	1	1	1	1	1	2	1	1	1	0	1	0	0	1	0	0	1	0	0	1	0.3	1	1	1	0	0	0	1	1	0	1	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0	0	22	5	15
AILLM000589	Microsoft Digital Defense Report 2024	https://www.microsoft.com/en-us/security/blog/microsoft-digital-defense-report-2024/	Morocco	automated_social_engineering	open_source_llm	individual_consumer	English	instagram	1	0	0	0	0	1	0	0	1	0	1	0	1	0	1	0	1	1	low	1	1	0	1	966	25	3,732	933	16,390	0	1	0	1	email_security_gateway	1	1	1	1	1	1	0	0	1	0	0	0	2	0	0	0	2	0	1	0	1	0	0	2	1	0	1	1	1	1	1	1	0	0	1	1	1	1	2.98	1	1	0	0	1	0	2	1	1	1	0	1	0	1	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	1	18	12	8
AILLM002468	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	South Africa	ai_generated_disinformation	ChatGPT_jailbroken	education	Amharic	email	1	0	1	0	0	1	1	1	0	0	1	1	1	0	0	0	1	1	medium	1	1	1	0	20,962	27.7	986	273	0	0	0	0	0	undetected	0	0	0	1	1	2	1	0	1	0	1	0	3	0	0	1	3	1	0	0	1	1	1	1	0	0	1	0	1	0	1	1	1	1	1	1	0	1	4.32	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	0	0	1	0	21	10	8
AILLM002413	NCSC UK AI Cyber Threat Assessment 2024	https://www.ncsc.gov.uk/collection/near-term-impact-of-ai/cyber	Tanzania	llm_assisted_bec	DarkBard	corporate_enterprise	English	email	1	0	1	0	0	0	0	0	0	1	1	0	0	0	1	0	1	0	high	1	0	0	0	341	16.7	4	1	0	1	1	0	0	undetected	1	0	1	1	1	2	1	0	1	0	1	0	0	0	0	0	2	0	0	1	1	0	0	2	1	0	0	0	1	0	0	0	0	0	1	0	0	0	2.53	0	0	0	1	1	0	2	0	1	0	0	0	1	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0	0	13	3	11
AILLM001600	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	Kenya	ai_password_cracking	FraudGPT	individual_consumer	English	email	0	0	0	1	0	0	1	0	1	1	1	1	1	0	0	0	1	1	medium	1	0	0	0	19,548	23.2	9	2	88	0	0	0	0	undetected	1	1	1	1	1	1	0	0	0	0	1	0	2	0	0	1	4	0	1	1	1	1	0	1	0	0	1	0	1	0	0	0	1	1	1	0	0	0	4.29	1	0	0	0	0	0	1	0	1	1	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	0	0	0	1	0	0	18	7	11
AILLM002464	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	Nigeria	ai_generated_phishing_email	WormGPT	corporate_enterprise	Igbo	whatsapp	1	0	0	0	0	1	1	1	1	1	1	1	1	0	0	0	0	0	high	0	0	0	0	6,029	27.2	3,425	931	438,787	0	0	1	0	undetected	1	0	0	1	1	1	0	0	1	0	0	0	3	0	0	1	5	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0	1	0	1	1	1	1	3.78	1	1	1	0	0	1	2	0	1	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0	17	2	3
AILLM000228	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	Ghana	automated_social_engineering	open_source_llm	financial_institution	Amharic	video_call	1	0	1	0	0	1	0	1	1	1	1	0	0	0	0	0	0	0	low	0	0	0	0	194	14.3	65	9	1,916	1	0	1	1	ai_detection_tool	0	0	1	1	1	2	1	0	1	0	1	0	1	0	0	0	4	1	1	1	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	2.29	1	0	0	1	0	1	3	1	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	1	0	0	0	12.5	0	0
AILLM000915	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	Ghana	automated_social_engineering	ChatGPT_jailbroken	legal_professional	French	facebook	1	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	medium	1	1	1	1	1	1.6	71	1	39,797	0	0	1	0	undetected	1	1	0	1	1	2	1	0	1	1	0	0	0	0	0	0	1	0	0	0	1	0	0	1	1	0	0	0	1	0	1	1	0	0	0	0	0	0	0	1	1	0	0	0	1	2	0	1	1	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	1	0	0	0	8.5	6	9
AILLM000794	SlashNext State of Phishing Report 2024	https://www.slashnext.com/state-of-phishing-report-2024/	South Africa	ai_malware_generation	DarkBard	education	Hausa	telegram	0	0	0	0	1	1	1	1	1	0	1	1	0	1	0	0	1	0	medium	1	1	0	0	236	16.9	10	1	2,189	0	1	1	0	undetected	0	0	1	1	1	1	0	0	0	0	0	1	3	1	0	1	4	1	1	0	1	1	1	1	0	0	0	0	1	0	1	0	0	0	1	0	0	0	2.37	1	0	0	0	1	1	3	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	1	0	21.5	6	8
AILLM003021	Microsoft Digital Defense Report 2024	https://www.microsoft.com/en-us/security/blog/microsoft-digital-defense-report-2024/	South Africa	deepfake_video_fraud	voice_cloning_api	financial_institution	Arabic	linkedin	0	1	1	1	0	0	1	0	0	0	0	1	1	0	0	0	0	0	low	1	1	1	0	10	16.5	97	16	20,715	0	0	0	0	undetected	1	1	1	1	1	3	1	0	0	1	1	0	2	0	0	1	1	0	0	0	0	1	0	0	0	0	0	1	1	1	1	1	0	0	1	0	0	1	1	1	1	0	0	0	0	1	0	1	1	0	0	1	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	1	0	12.5	10	6
AILLM003543	SlashNext State of Phishing Report 2024	https://www.slashnext.com/state-of-phishing-report-2024/	Nigeria	ai_generated_phishing_email	unknown_ai_tool	corporate_enterprise	Arabic	email	1	0	0	1	0	1	1	0	0	1	0	1	1	0	0	0	0	1	medium	1	1	1	1	5	6.2	2	1	534	0	1	0	0	undetected	1	0	1	1	1	2	1	0	1	0	1	0	3	0	0	1	2	0	0	1	0	1	0	0	0	0	1	0	1	0	1	1	0	0	0	0	0	0	0.7	1	0	0	0	1	0	2	0	1	0	0	0	1	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	16.5	8	3
AILLM001073	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	Morocco	deepfake_video_fraud	WormGPT	media_journalism	Yoruba	sms	0	0	0	1	0	1	0	1	0	0	1	1	0	0	0	0	0	1	medium	0	0	1	0	43,262	28.9	7,167	2,071	3,682	0	0	0	0	undetected	0	1	1	1	1	1	0	0	0	0	1	0	1	0	0	0	3	1	0	0	1	1	1	0	0	0	1	0	0	0	0	1	1	1	1	1	1	1	4.64	1	0	0	0	0	0	1	0	0	1	1	0	1	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	1	11	4	10
AILLM003351	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	Kenya	ai_voice_cloning_vishing	automated_phishing_toolkit	telecommunications	Hausa	dating_app	0	1	0	0	0	1	0	1	0	1	1	0	0	0	0	0	0	1	medium	1	0	1	0	574	13.7	6	1	25,926	0	0	0	0	undetected	1	1	0	1	1	1	0	0	0	1	0	0	1	0	0	0	3	1	0	1	1	0	0	0	0	0	1	0	1	0	0	1	0	0	0	0	0	0	2.76	1	1	0	0	0	0	1	0	1	1	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	11	5	6
AILLM001744	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	Mozambique	deepfake_video_fraud	WormGPT	corporate_enterprise	English	facebook	0	1	1	1	0	1	0	0	1	0	0	0	1	1	0	0	0	1	low	1	0	0	1	69	25.3	13	3	13,202	0	1	0	1	email_security_gateway	1	1	1	1	1	3	1	0	0	1	1	0	3	1	1	0	1	0	1	0	0	0	0	0	0	0	1	1	1	1	0	1	0	0	1	0	0	0	1.84	1	1	0	0	1	0	2	1	1	1	0	1	0	1	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	1	0	0	20	9	0
AILLM001084	Microsoft Digital Defense Report 2024	https://www.microsoft.com/en-us/security/blog/microsoft-digital-defense-report-2024/	Cameroon	automated_social_engineering	FraudGPT	financial_institution	Hausa	telegram	1	1	1	1	0	0	1	1	0	1	1	0	1	0	0	1	1	1	low	1	1	0	1	9	6.2	37	2	1,176	1	1	0	1	url_scanning	0	1	0	1	1	4	1	1	1	1	1	0	2	0	0	1	3	1	0	1	1	0	0	2	1	1	1	1	1	1	1	1	0	0	0	0	0	0	0.95	1	0	0	1	1	0	3	1	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0	25.5	12	15
AILLM000926	NCSC UK AI Cyber Threat Assessment 2024	https://www.ncsc.gov.uk/collection/near-term-impact-of-ai/cyber	Nigeria	ai_generated_phishing_email	WormGPT	education	French	phone_call	1	0	0	1	0	1	0	0	0	0	1	0	0	1	0	0	0	1	low	1	1	1	0	9	12.1	21	2	1,464	1	0	1	0	undetected	0	0	0	1	1	2	1	0	1	0	1	0	2	1	0	0	1	0	0	0	1	0	0	0	0	0	1	1	1	1	1	1	0	0	0	0	0	0	0.95	1	0	0	1	0	1	3	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	1	0	0	0	15.5	12	3
AILLM003049	NCSC UK AI Cyber Threat Assessment 2024	https://www.ncsc.gov.uk/collection/near-term-impact-of-ai/cyber	Cameroon	llm_assisted_bec	ChatGPT_jailbroken	healthcare	Swahili	sms	1	1	0	0	0	0	1	1	0	0	1	1	1	0	1	0	0	1	medium	1	1	0	0	16,092	26.6	1,805	480	0	0	1	0	1	url_scanning	1	0	0	1	1	2	1	0	1	1	0	0	2	0	0	1	3	1	0	0	1	1	1	1	1	0	1	0	1	0	1	0	1	1	1	1	1	1	4.21	0	0	0	0	1	0	1	1	1	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	1	0	0	0	18.5	10	0
AILLM001117	Microsoft Digital Defense Report 2024	https://www.microsoft.com/en-us/security/blog/microsoft-digital-defense-report-2024/	Cote d'Ivoire	llm_assisted_bec	FraudGPT	individual_consumer	Arabic	dating_app	1	1	0	0	0	1	1	0	0	1	1	0	1	1	1	0	0	0	low	1	1	0	1	5,608	19.2	10	1	0	0	1	0	1	user_report	1	1	1	1	1	2	1	0	1	1	0	0	4	1	1	1	2	0	0	1	1	0	0	1	1	0	0	1	1	1	1	1	1	0	1	0	0	0	3.75	0	0	0	0	1	0	1	1	1	1	0	1	0	1	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	0	0	23	12	3
AILLM000642	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	DRC	ai_credential_stuffing	ai_code_assistant_abused	financial_institution	Pidgin	email	0	0	0	0	0	0	0	1	1	1	1	0	0	0	1	1	0	1	low	1	0	0	0	28	7.9	7	1	477	0	1	1	1	url_scanning	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	4	1	1	1	1	0	0	2	1	0	1	1	1	1	0	0	0	0	0	0	0	0	1.45	1	0	0	0	1	1	3	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	14	9	6
AILLM004767	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	South Africa	llm_vulnerability_discovery	FraudGPT	individual_consumer	Afrikaans	email	0	0	0	0	1	0	1	1	1	1	1	1	1	1	0	0	0	1	medium	1	1	1	0	293	11.7	544	63	4,856	1	1	0	1	url_scanning	0	1	1	1	1	1	0	0	0	0	0	1	3	0	1	1	5	1	1	1	1	1	1	0	0	0	1	0	1	0	1	1	0	0	0	1	0	1	2.47	1	0	0	1	1	0	3	1	0	1	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	1	0	19	8	7
AILLM000501	SlashNext State of Phishing Report 2024	https://www.slashnext.com/state-of-phishing-report-2024/	Algeria	ai_generated_disinformation	custom_fine_tuned_llm	telecommunications	English	whatsapp	1	0	0	0	0	1	1	0	0	1	1	1	0	0	1	0	0	1	medium	1	0	0	1	7	5.4	4,692	253	636,585	0	0	0	0	undetected	0	1	1	1	1	1	0	0	1	0	0	0	2	0	0	1	3	0	0	1	1	1	0	1	1	0	1	0	1	0	0	1	0	0	0	1	1	1	0.85	1	1	1	0	0	0	1	0	0	1	1	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	1	0	0	0	0	0	1	16.5	5	13
AILLM004066	Microsoft Digital Defense Report 2024	https://www.microsoft.com/en-us/security/blog/microsoft-digital-defense-report-2024/	Nigeria	ai_credential_stuffing	ChatGPT_jailbroken	government	English	email	0	0	0	0	0	1	1	0	1	0	1	1	0	1	0	0	0	1	low	1	1	0	1	97	1.2	27	1	3,574	0	1	0	1	email_security_gateway	1	0	1	1	1	0	0	0	0	0	0	0	3	1	0	1	3	0	1	0	1	1	0	0	0	0	1	1	1	1	1	1	0	0	0	0	0	0	1.99	1	0	0	0	1	0	2	1	1	0	0	1	0	1	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	17	12	-3
AILLM000333	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	Kenya	deepfake_video_fraud	DarkBard	corporate_enterprise	French	whatsapp	0	0	1	1	0	0	0	0	0	1	1	1	1	0	0	0	0	0	low	0	0	0	1	356	13.9	979	136	2,023	0	1	0	0	undetected	0	1	0	1	1	2	1	0	0	0	1	0	1	0	0	0	3	0	0	1	1	1	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	1	2.55	1	0	0	0	1	0	2	0	0	1	1	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	0	11	0	10
AILLM004684	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	Senegal	ai_password_cracking	deepfake_generation_tool	telecommunications	English	facebook	0	0	1	1	0	0	1	0	0	0	1	1	0	0	1	1	0	1	high	1	0	1	1	8	9.9	115	11	226	1	0	1	0	undetected	0	1	0	1	1	2	1	0	0	0	1	0	1	0	0	1	2	0	0	0	1	1	0	2	1	0	1	0	1	0	0	1	0	0	0	1	0	1	0.9	1	0	0	1	0	1	3	0	0	1	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	1	0	0	0	17.5	5	16
AILLM000486	SlashNext State of Phishing Report 2024	https://www.slashnext.com/state-of-phishing-report-2024/	Uganda	deepfake_video_fraud	ChatGPT_jailbroken	corporate_enterprise	English	telegram	0	0	1	1	0	1	0	0	0	1	0	0	0	0	1	0	0	1	medium	1	0	0	0	2,790	6.5	6,925	450	554,034	0	1	0	0	undetected	0	1	0	1	1	2	1	0	0	0	1	0	1	0	0	0	1	0	0	1	0	0	0	1	1	0	1	0	1	0	0	0	1	0	0	1	1	1	3.45	1	1	1	0	1	0	2	0	0	1	1	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	0	1	0	0	13	7	13
AILLM001962	SlashNext State of Phishing Report 2024	https://www.slashnext.com/state-of-phishing-report-2024/	Kenya	ai_assisted_code_exploit	DarkBard	financial_institution	English	whatsapp	0	0	0	0	1	0	0	0	0	1	0	0	1	0	0	0	1	1	low	1	0	1	1	734	27.1	862	233	4,730	0	0	0	1	voice_analysis	0	1	0	1	1	1	0	0	0	0	0	1	1	0	0	0	1	0	0	1	0	0	0	1	0	0	1	1	1	1	0	1	0	0	1	1	0	1	2.87	1	0	0	0	0	0	1	1	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	1	0	0	11	9	12
AILLM000393	NCSC UK AI Cyber Threat Assessment 2024	https://www.ncsc.gov.uk/collection/near-term-impact-of-ai/cyber	Nigeria	ai_generated_phishing_email	voice_cloning_api	financial_institution	Pidgin	facebook	1	0	1	0	0	0	1	1	1	1	1	1	1	1	1	0	0	0	medium	0	1	1	1	5	29.1	43	12	1,485	1	1	0	1	security_analyst	1	1	1	1	1	2	1	0	1	0	1	0	3	0	1	1	5	1	1	1	1	1	1	1	1	0	0	0	0	0	1	1	0	0	1	0	0	1	0.7	1	0	0	1	1	0	3	1	1	1	0	1	0	1	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	1	0	0	0	22	3	3
AILLM004842	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	Egypt	ai_generated_romance_scam	WormGPT	financial_institution	English	video_call	1	0	1	0	0	1	0	0	0	0	1	1	0	1	1	1	1	1	medium	0	1	1	1	41,974	4.8	955	45	221,365	1	1	0	1	ai_detection_tool	0	1	0	1	1	2	1	0	1	0	1	0	2	1	0	0	2	0	0	0	1	1	0	3	1	1	1	0	0	0	1	1	1	1	0	1	0	1	4.62	1	1	1	1	1	0	3	1	0	1	1	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	1	26	7	18
AILLM004866	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	Uganda	automated_social_engineering	deepfake_generation_tool	telecommunications	Twi	linkedin	1	0	1	1	0	1	1	1	1	1	0	0	0	1	0	0	0	1	low	0	0	1	0	1	8.2	51	4	418	0	1	0	0	undetected	1	0	0	1	1	3	1	0	1	0	1	0	3	1	0	1	3	1	1	1	0	0	0	0	0	0	1	1	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	1	0	2	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	1	0	0	23	2	3
AILLM001755	Microsoft Digital Defense Report 2024	https://www.microsoft.com/en-us/security/blog/microsoft-digital-defense-report-2024/	South Africa	ai_assisted_code_exploit	open_source_llm	media_journalism	Portuguese	sms	0	0	0	0	1	0	1	0	1	1	1	1	0	0	0	0	1	1	low	1	1	1	0	26,857	0.9	100	1	183,636	0	0	0	0	undetected	1	0	1	1	1	1	0	0	0	0	0	1	1	0	0	1	4	0	1	1	1	1	0	1	0	0	1	1	1	1	1	1	1	1	0	0	0	0	4.43	1	1	1	0	0	0	1	0	1	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	1	0	0	0	0	1	0	15.5	14	8
AILLM002515	SlashNext State of Phishing Report 2024	https://www.slashnext.com/state-of-phishing-report-2024/	Nigeria	ai_generated_phishing_email	ChatGPT_jailbroken	education	English	email	1	1	0	0	0	1	0	0	1	1	0	1	0	1	0	1	0	1	high	1	1	1	0	31,894	20	35	7	234,537	0	0	0	1	behavioural_analysis	1	1	1	1	1	2	1	0	1	1	0	0	2	1	0	0	3	0	1	1	0	1	0	1	1	0	1	0	1	0	1	1	1	1	1	0	0	0	4.5	1	1	1	0	0	0	1	1	1	1	0	1	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	21.5	10	3
AILLM003585	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	Nigeria	llm_assisted_bec	FraudGPT	financial_institution	Amharic	linkedin	1	0	0	0	0	1	1	1	0	0	1	0	0	0	0	0	0	1	low	1	0	0	1	7,928	29.1	3,078	895	271	0	0	0	1	voice_analysis	0	0	1	1	1	1	0	0	1	0	0	0	2	0	0	1	2	1	0	0	1	0	0	0	0	0	1	1	1	1	0	1	1	0	1	1	1	1	3.9	1	0	0	0	0	0	1	1	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	0	0	12	11	0
AILLM004315	Microsoft Digital Defense Report 2024	https://www.microsoft.com/en-us/security/blog/microsoft-digital-defense-report-2024/	Morocco	automated_social_engineering	ai_code_assistant_abused	individual_consumer	Pidgin	sms	1	0	0	1	0	0	1	1	0	1	1	1	1	1	1	0	0	1	medium	1	1	0	1	99	23.3	482	112	0	0	0	0	0	undetected	0	1	0	1	1	2	1	0	1	0	1	0	3	0	1	1	4	1	0	1	1	1	1	1	1	0	1	0	1	0	1	1	0	0	1	1	0	1	2	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	22.5	8	13
AILLM004966	NCSC UK AI Cyber Threat Assessment 2024	https://www.ncsc.gov.uk/collection/near-term-impact-of-ai/cyber	Nigeria	deepfake_video_fraud	deepfake_generation_tool	financial_institution	Xhosa	phone_call	0	0	1	1	0	1	1	1	0	1	1	0	0	1	0	0	0	0	high	0	0	0	1	611	17.1	1,583	270	0	1	0	0	1	security_analyst	0	1	0	1	1	2	1	0	0	0	1	0	3	1	0	1	3	1	0	1	1	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	1	1	2.79	0	0	0	1	0	0	1	1	0	1	1	0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	0	0	0	19	0	7
AILLM002099	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	Ghana	llm_assisted_bec	ChatGPT_jailbroken	e_commerce	English	whatsapp	1	0	0	0	0	0	1	0	1	1	0	0	0	0	1	0	0	1	medium	1	0	0	0	73	3.9	10	1	48,424	0	1	0	1	user_report	1	1	0	1	1	1	0	0	1	0	0	0	1	0	0	1	2	0	1	1	0	0	0	1	1	0	1	0	1	0	0	0	0	0	0	0	0	0	1.86	1	1	0	0	1	0	2	1	1	1	0	1	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	1	0	0	0	12.5	5	3
AILLM003599	SlashNext State of Phishing Report 2024	https://www.slashnext.com/state-of-phishing-report-2024/	Egypt	ai_assisted_code_exploit	ChatGPT_jailbroken	financial_institution	Arabic	whatsapp	0	0	1	0	1	0	0	0	0	1	0	1	0	0	1	0	0	0	low	1	1	1	1	95	28.5	5	1	4,556	1	1	0	0	undetected	0	1	1	1	1	2	1	0	0	0	1	1	0	0	0	0	2	0	0	1	0	1	0	1	1	0	0	1	1	1	1	1	0	0	1	0	0	0	1.98	1	0	0	1	1	0	3	0	0	1	1	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0	0	0	0	0	1	10	10	13
AILLM004121	NCSC UK AI Cyber Threat Assessment 2024	https://www.ncsc.gov.uk/collection/near-term-impact-of-ai/cyber	Nigeria	ai_generated_romance_scam	FraudGPT	corporate_enterprise	Hausa	twitter_x	1	0	1	0	0	1	1	1	0	1	1	1	0	0	0	1	0	0	medium	1	1	0	0	5	3.7	225	8	32,388	0	0	0	1	security_analyst	1	0	1	1	1	2	1	0	1	0	1	0	2	0	0	1	4	1	0	1	1	1	1	1	1	0	0	0	1	0	1	0	0	0	0	1	0	0	0.7	1	1	0	0	0	0	1	1	1	0	0	1	0	1	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	0	0	18	6	0
AILLM000029	NCSC UK AI Cyber Threat Assessment 2024	https://www.ncsc.gov.uk/collection/near-term-impact-of-ai/cyber	Senegal	automated_social_engineering	automated_phishing_toolkit	critical_infrastructure	English	telegram	1	0	1	1	0	1	1	0	0	1	1	1	0	0	0	0	1	0	high	1	0	0	0	205	6.3	29	1	841,093	1	1	1	1	ai_detection_tool	0	0	1	1	1	3	1	0	1	0	1	0	2	0	0	1	3	0	0	1	1	1	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	2.31	1	1	1	1	1	1	4	1	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	18.5	3	5
AILLM000065	NCSC UK AI Cyber Threat Assessment 2024	https://www.ncsc.gov.uk/collection/near-term-impact-of-ai/cyber	Kenya	automated_social_engineering	FraudGPT	e_commerce	Amharic	email	1	0	0	0	0	1	1	1	1	1	1	0	0	0	0	0	0	1	medium	1	1	0	0	33,515	15.6	979	152	987,708	0	0	1	0	undetected	0	0	0	1	1	1	0	0	1	0	0	0	2	0	0	1	4	1	1	1	1	0	0	0	0	0	1	0	1	0	1	0	1	1	1	1	0	1	4.53	1	1	1	0	0	1	2	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0	0	15	10	3
AILLM000838	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	Nigeria	ai_voice_cloning_vishing	ai_image_generator	telecommunications	French	whatsapp	0	1	0	0	0	1	0	0	1	1	1	1	0	1	1	0	0	1	low	1	0	1	0	52	28.3	9	2	92	0	1	1	0	undetected	1	1	1	1	1	1	0	0	0	1	0	0	2	1	0	0	4	0	1	1	1	1	0	1	1	0	1	1	1	1	0	1	0	0	1	0	0	0	1.72	1	0	0	0	1	1	3	0	1	1	0	0	1	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	0	0	21	9	9
AILLM003906	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	Kenya	ai_password_cracking	ChatGPT_jailbroken	government	Arabic	video_call	0	0	1	0	0	0	0	0	0	1	0	0	1	0	1	0	0	0	low	1	0	0	0	1	23.8	24	5	448	0	0	0	0	undetected	0	1	0	1	1	1	0	0	0	0	1	0	1	0	0	0	1	0	0	1	0	0	0	1	1	0	0	1	1	1	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	1	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	1	0	1	0	0	9	7	13
AILLM003773	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	Kenya	ai_assisted_code_exploit	WormGPT	individual_consumer	Amharic	email	0	0	0	0	1	1	0	1	1	1	1	1	1	0	0	0	1	1	medium	1	0	0	0	487	19.9	82	16	75,981	1	0	0	1	security_analyst	0	0	0	1	1	1	0	0	0	0	0	1	2	0	0	0	5	1	1	1	1	1	1	1	0	0	1	0	1	0	0	0	0	0	1	0	0	1	2.69	1	1	1	1	0	0	2	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0	0	1	0	0	19.5	5	5
AILLM004635	Microsoft Digital Defense Report 2024	https://www.microsoft.com/en-us/security/blog/microsoft-digital-defense-report-2024/	South Africa	chatbot_impersonation_fraud	ChatGPT_jailbroken	financial_institution	Swahili	facebook	1	0	1	0	0	1	0	1	0	0	1	0	1	0	0	0	0	0	medium	1	1	1	0	87	17.6	1,559	274	346,570	0	1	1	0	undetected	0	0	1	1	1	2	1	0	1	0	1	0	2	0	0	0	2	1	0	0	1	0	0	0	0	0	0	0	1	0	1	1	0	0	1	1	1	1	1.94	1	1	1	0	1	1	3	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	1	0	0	0	1	0	12	6	3
AILLM003161	NCSC UK AI Cyber Threat Assessment 2024	https://www.ncsc.gov.uk/collection/near-term-impact-of-ai/cyber	Cameroon	chatbot_impersonation_fraud	voice_cloning_api	healthcare	English	whatsapp	1	0	1	1	0	0	1	0	0	1	1	1	0	0	0	0	1	1	low	1	0	0	1	932	25.4	277	70	37,209	1	1	1	0	undetected	0	1	1	1	1	3	1	0	1	0	1	0	1	0	0	1	3	0	0	1	1	1	0	1	0	0	1	1	1	1	0	1	0	0	1	1	0	1	2.97	1	1	0	1	1	1	4	0	0	1	1	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	0	1	0	0	0	18	9	15
AILLM002659	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	Ghana	ai_voice_cloning_vishing	ai_code_assistant_abused	corporate_enterprise	Portuguese	email	0	1	0	0	0	0	0	0	0	1	1	1	0	0	1	1	0	1	low	1	1	0	0	30,156	25.4	104	26	767,201	0	0	1	0	undetected	0	1	0	1	1	1	0	0	0	1	0	0	0	0	0	0	3	0	0	1	1	1	0	2	1	0	1	1	1	1	1	0	1	1	1	1	0	1	4.48	1	1	1	0	0	1	2	0	0	1	1	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	14.5	14	16
AILLM004615	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	Ghana	ai_voice_cloning_vishing	DarkBard	corporate_enterprise	French	sms	0	1	0	0	0	0	0	0	0	1	0	1	1	1	0	0	0	1	low	1	0	1	1	64	27.8	355	98	354	0	1	1	1	url_scanning	0	0	1	1	1	1	0	0	0	1	0	0	2	0	1	0	2	0	0	1	0	1	0	0	0	0	1	1	1	1	0	1	0	0	1	1	0	1	1.81	1	0	0	0	1	1	3	1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0	12	9	0
AILLM004628	SlashNext State of Phishing Report 2024	https://www.slashnext.com/state-of-phishing-report-2024/	Morocco	ai_generated_romance_scam	voice_cloning_api	individual_consumer	French	phone_call	1	1	0	0	0	1	0	0	1	0	1	0	1	1	1	0	0	1	low	0	0	0	1	11,217	2.5	8	1	101	0	0	0	1	user_report	1	0	0	1	1	2	1	0	1	1	0	0	3	1	1	0	2	0	1	0	1	0	0	1	1	0	1	1	0	0	0	1	1	1	0	0	0	0	4.05	1	0	0	0	0	0	1	1	1	0	0	1	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	0	1	22.5	4	0
AILLM002451	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	Tanzania	deepfake_video_fraud	deepfake_generation_tool	telecommunications	Afrikaans	video_call	0	0	0	1	0	1	1	1	0	1	1	1	0	1	1	0	0	0	low	1	0	0	0	29	4.7	634	29	490	0	1	0	0	undetected	0	1	0	1	1	1	0	0	0	0	1	0	3	1	0	1	4	1	0	1	1	1	1	1	1	0	0	1	1	1	0	0	0	0	0	1	0	1	1.46	1	0	0	0	1	0	2	0	0	1	1	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	1	0	0	21.5	7	13
AILLM002846	SlashNext State of Phishing Report 2024	https://www.slashnext.com/state-of-phishing-report-2024/	Ghana	llm_assisted_bec	ChatGPT_jailbroken	corporate_enterprise	Swahili	instagram	1	0	0	0	0	1	1	1	1	0	1	0	0	1	0	0	1	0	low	0	1	1	1	7	15.8	3	1	466,293	0	1	0	1	user_report	0	0	1	1	1	1	0	0	1	0	0	0	3	1	0	1	3	1	1	0	1	0	0	1	0	0	0	1	0	0	1	1	0	0	1	0	0	0	0.85	1	1	1	0	1	0	2	1	0	0	0	0	0	1	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	1	0	0	0	20	3	5
AILLM001144	Microsoft Digital Defense Report 2024	https://www.microsoft.com/en-us/security/blog/microsoft-digital-defense-report-2024/	Nigeria	ai_generated_phishing_email	ChatGPT_jailbroken	education	English	sms	1	0	1	0	0	1	0	0	0	0	0	1	0	1	1	0	0	1	low	0	1	1	1	10	25.2	2	1	91	1	0	0	1	email_security_gateway	1	1	0	1	1	2	1	0	1	0	1	0	2	1	0	0	1	0	0	0	0	1	0	1	1	0	1	1	0	0	1	1	0	0	1	0	0	0	1	1	0	0	1	0	0	2	1	1	1	0	1	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	1	0	0	0	18.5	5	3
AILLM003078	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	South Africa	llm_assisted_bec	voice_cloning_api	corporate_enterprise	Pidgin	whatsapp	1	0	0	0	0	1	1	1	0	1	1	1	0	0	0	1	0	1	medium	1	0	0	0	10	21.9	939	205	283	1	0	1	1	behavioural_analysis	0	1	0	1	1	1	0	0	1	0	0	0	2	0	0	1	4	1	0	1	1	1	1	1	1	0	1	0	1	0	0	0	0	0	1	1	0	1	1	1	0	0	1	0	1	3	1	0	1	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0	18	5	10
AILLM001103	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	Ghana	ai_voice_cloning_vishing	automated_phishing_toolkit	telecommunications	Amharic	linkedin	0	1	1	1	0	1	0	1	0	1	0	1	0	1	0	1	0	1	high	0	1	0	1	1	18.2	17	3	168	0	0	0	0	undetected	0	1	0	1	1	3	1	0	0	1	1	0	2	1	0	0	3	1	0	1	0	1	0	1	1	0	1	0	0	0	1	1	0	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	1	1	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	23.5	5	13
AILLM000168	Microsoft Digital Defense Report 2024	https://www.microsoft.com/en-us/security/blog/microsoft-digital-defense-report-2024/	Nigeria	automated_social_engineering	automated_phishing_toolkit	critical_infrastructure	English	whatsapp	1	0	1	0	0	0	0	0	0	1	1	0	0	1	1	0	0	1	medium	1	1	0	0	832	19.1	9,677	1,848	14,043	1	1	0	1	voice_analysis	0	0	1	1	1	2	1	0	1	0	1	0	1	0	0	0	2	0	0	1	1	0	0	1	1	0	1	0	1	0	1	0	0	0	1	1	1	1	2.92	1	1	0	1	1	0	3	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	14.5	8	3
AILLM001670	INTERPOL Africa Cyberthreat Assessment 2025	https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa	Ghana	chatbot_impersonation_fraud	voice_cloning_api	legal_professional	Hausa	sms	1	1	0	0	0	0	0	1	0	1	0	1	0	0	0	0	1	1	high	1	0	1	0	849	22.8	6,450	1,470	368	1	1	0	1	email_security_gateway	0	1	0	1	1	2	1	0	1	1	0	0	0	0	0	0	3	1	0	1	0	1	0	1	0	0	1	0	1	0	0	1	0	0	1	1	1	1	2.93	1	0	0	1	1	0	3	1	0	1	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	0	1	0	0	0	13.5	5	12
AILLM002570	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	Nigeria	chatbot_impersonation_fraud	ChatGPT_jailbroken	financial_institution	Xhosa	video_call	1	1	1	0	0	1	1	1	1	0	1	0	1	0	1	0	0	0	low	1	0	1	0	934	23.8	27	6	27,222	0	0	1	0	undetected	0	0	0	1	1	3	1	0	1	1	1	0	3	0	0	1	3	1	1	0	1	0	0	1	1	0	0	1	1	1	0	1	0	0	1	0	0	0	2.97	1	1	0	0	0	1	2	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	1	1	0	0	0	21	7	6
AILLM002377	Sumsub Identity Fraud Report 2024	https://sumsub.com/blog/identity-fraud-report-2024/	Cameroon	llm_assisted_bec	ai_image_generator	individual_consumer	English	whatsapp	1	0	0	0	0	1	0	0	1	0	1	1	1	1	0	0	1	1	low	1	0	0	1	444	15	5,379	806	880,291	0	0	0	1	ai_detection_tool	0	0	1	1	1	1	0	0	1	0	0	0	3	1	1	0	3	0	1	0	1	1	0	1	0	0	1	1	1	1	0	1	0	0	0	1	1	1	2.65	1	1	1	0	0	0	1	1	0	0	0	0	0	1	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	0	0	22	9	5
AILLM004395	Microsoft Digital Defense Report 2024	https://www.microsoft.com/en-us/security/blog/microsoft-digital-defense-report-2024/	Nigeria	ai_voice_cloning_vishing	custom_fine_tuned_llm	financial_institution	English	email	0	1	0	0	0	0	1	0	1	1	0	1	0	1	0	0	1	1	medium	1	0	0	1	152	5.8	8,358	484	269	1	0	0	1	behavioural_analysis	1	1	1	1	1	1	0	0	0	1	0	0	2	0	0	1	3	0	1	1	0	1	0	1	0	0	1	0	1	0	0	1	0	0	0	1	1	1	2.18	1	0	0	1	0	0	2	1	1	1	0	1	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0	0	16.5	5	5

End of preview. Expand in Data Studio

AI-Powered & LLM-Assisted Attacks — Africa Cyber Threat Intelligence

Part of the Africa Cyber Threat Intelligence collection by electricsheepafrica.

Acquisition: SYNTHETIC
Rows: 10,000 (balanced 50/50)
Synthetic: All records are synthetic (is_synthetic=1), based on real-world research data.

Usage

from datasets import load_dataset
dataset = load_dataset("electricsheepafrica/africa-ai-llm-attacks")

Overview

This dataset models AI-powered and LLM-assisted cyber attacks targeting African nations. The advent of generative AI has fundamentally transformed the African threat landscape: SlashNext reports a 1,265% increase in AI-generated phishing since 2023, while Sumsub documents a 700% surge in deepfake fraud across Africa. LLMs have democratised cybercrime — low-skill attackers can now generate grammatically perfect phishing in local African languages, clone voices for banking fraud, and automate romance scam conversations at scale.

Africa-specific patterns captured:

Nigeria (Yahoo Boys + AI): ChatGPT/WormGPT for romance scripts, BEC emails, eliminating "poor grammar" detection signal
South Africa: AI voice cloning for banking vishing in 11 official languages, deepfake executive impersonation
Kenya: AI-generated job scam content, automated M-Pesa social engineering at scale
Ghana: AI-powered romance scam personas, deepfake dating profiles
Continental: Local language phishing (Swahili, Hausa, Yoruba, Zulu, Amharic), cultural adaptation
Dark web tools: WormGPT, FraudGPT, DarkBard marketed to African cybercriminals
Detection gap: African organisations lack AI-powered detection, traditional filters bypassed

Attack Types

Type	Description
`ai_generated_phishing_email`	LLM-crafted phishing emails
`llm_assisted_bec`	AI-assisted business email compromise
`ai_voice_cloning_vishing`	Voice cloning for phone fraud
`deepfake_video_fraud`	Deepfake video for impersonation
`ai_generated_romance_scam`	LLM-driven romance scam conversations
`automated_social_engineering`	AI-automated manipulation
`ai_malware_generation`	LLM-generated malware code
`llm_vulnerability_discovery`	AI-assisted vulnerability finding
`ai_credential_stuffing`	AI-optimised credential attacks
`ai_generated_disinformation`	AI-created false content
`ai_assisted_code_exploit`	AI-generated exploit code
`chatbot_impersonation_fraud`	Fake chatbot impersonating services
`ai_password_cracking`	AI-enhanced password cracking

AI Tools Modelled

Tool	Type
ChatGPT (jailbroken)	Mainstream LLM abused via jailbreaks
WormGPT	Purpose-built dark web cybercrime LLM
FraudGPT	Dark web fraud-focused LLM
DarkBard	Dark web LLM service
Custom fine-tuned LLM	Attacker-trained models
Open-source LLM	Uncensored open models
Voice cloning API	Text-to-speech impersonation
Deepfake generation tool	Video/image face swap

African Languages Covered

English · French · Swahili · Hausa · Yoruba · Zulu · Arabic · Amharic · Nigerian Pidgin · Igbo · Afrikaans · Twi · Xhosa · Portuguese · Lingala

Sources

NCSC UK — "Near-term impact of AI on the cyber threat" 2024
Google Threat Intelligence — AI-enabled cyber attacks 2024-2025
Microsoft Digital Defense Report 2024
SlashNext State of Phishing Report 2024 (1265% AI phishing increase)
Abnormal Security — AI BEC attacks report 2024
KnowBe4 Africa Threat Report 2024
INTERPOL Africa Cyberthreat Assessment 2025
Sumsub Identity Fraud Report 2024 (700% deepfake surge in Africa)
Check Point Research — WormGPT/FraudGPT analysis

Features

Column	Type	Description
`record_id`	str	Unique identifier
`country`	str	African country (18 countries)
`attack_type`	str	Type of AI-powered attack or "none"
`ai_tool`	str	AI tool used
`target_sector`	str	Sector targeted
`language`	str	Language of attack content
`delivery_channel`	str	Delivery method
`ai_generates_text`	int64	1 if AI generates text
`ai_generates_voice`	int64	1 if AI generates voice
`ai_generates_image`	int64	1 if AI generates images
`ai_generates_video`	int64	1 if AI generates video
`ai_generates_code`	int64	1 if AI generates code
`ai_automates_attack`	int64	1 if AI automates the attack
`ai_personalizes_content`	int64	1 if AI personalises content
`uses_local_african_language`	int64	1 if African local language
`multilingual_attack`	int64	1 if multiple languages
`overcomes_language_barrier`	int64	1 if AI overcomes language barrier
`grammar_quality_high`	int64	1 if grammar quality high
`culturally_adapted`	int64	1 if culturally adapted
`realtime_conversation`	int64	1 if real-time AI conversation
`adapts_to_victim_response`	int64	1 if adaptive
`bypasses_email_filters`	int64	1 if bypasses filters
`bypasses_ai_detection`	int64	1 if bypasses AI detection
`polymorphic_content`	int64	1 if content varies per target
`scales_automatically`	int64	1 if scales automatically
`attacker_skill_level`	str	low / medium / high / none
`ai_lowers_skill_barrier`	int64	1 if AI lowers skill requirement
`uses_dark_web_ai_service`	int64	1 if dark web AI used
`organised_group`	int64	1 if organised group
`part_of_scam_network`	int64	1 if scam network
`messages_sent`	int64	Messages sent in campaign
`success_rate_pct`	float64	Attack success rate %
`victims_targeted`	int64	Number targeted
`victims_compromised`	int64	Number compromised
`financial_loss_usd`	int64	Financial loss USD
`data_stolen`	int64	1 if data stolen
`credentials_harvested`	int64	1 if credentials stolen
`malware_deployed`	int64	1 if malware deployed
`detected`	int64	1 if detected
`detected_by`	str	Detection method
`ai_detection_used`	int64	1 if AI detection used
`traditional_detection_failed`	int64	1 if traditional detection failed
`reported`	int64	1 if reported
`label`	int64	1 = AI attack, 0 = legitimate
`is_synthetic`	int64	1 = synthetic data

Extracted Features

Feature	Description
`ai_modality_count` / `multimodal_ai` / `full_spectrum_ai`	AI content generation
`ai_capability_score` / `autonomous_attack` / `interactive_ai`	AI sophistication
`language_exploitation_score` / `advanced_localisation`	Language weaponisation
`evasion_score` / `bypasses_defenses` / `advanced_evasion`	Evasion capability
`democratised_cybercrime` / `skill_barrier_lowered` / `dark_web_ai`	Democratisation
`high_volume_campaign` / `mass_targeting` / `effective_attack`	Campaign metrics
`any_financial_loss` / `significant_loss` / `major_loss`	Financial impact
`was_detected` / `ai_detected` / `detection_gap`	Detection metrics
Attack type one-hot	`type_phishing`, `type_bec`, `type_vishing`, etc.
AI tool category	`tool_dark_web_llm`, `tool_open_source`, `tool_media_gen`
Channel type	`channel_email`, `channel_messaging`, `channel_voice`
Regional flags	`is_west_africa`, `is_east_africa`, etc.
`ai_threat_score`	Composite AI threat severity
`democratisation_risk_score`	Cybercrime democratisation risk
`detection_challenge_score`	Detection difficulty score

Intelligence Sources

The following real-world sources informed the synthetic attack samples in this dataset:

NCSC UK AI Cyber Threat Assessment 2024 — https://www.ncsc.gov.uk/collection/near-term-impact-of-ai/cyber
Microsoft Digital Defense Report 2024 — https://www.microsoft.com/en-us/security/blog/microsoft-digital-defense-report-2024/
SlashNext State of Phishing Report 2024 — https://www.slashnext.com/state-of-phishing-report-2024/
Sumsub Identity Fraud Report 2024 — https://sumsub.com/blog/identity-fraud-report-2024/
INTERPOL Africa Cyberthreat Assessment 2025 — https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa

Citation

@misc{electricsheepafrica2026aillm,
  title = {AI-Powered & LLM-Assisted Attacks (Africa)},
  author = {Electric Sheep Africa},
  year = {2026},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-ai-llm-attacks}}
}

License: MIT

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Africa · Cyber Threat Intelligence

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A curated collection of machine-learning ready datasets for cybersecurity threat detection, intelligence, and research. • 57 items • Updated 13 days ago