Coverage — where you win, by engine advanced Which questions each engine names you on — solid = named in all 3 repeats, dashed = some. The rest are misses. Prompt ids only; the full questions are on your raw-answers page.
Claude 1/18 P02
misses: P01, P05, P06, P07, P08, P09, P10, P12, P16, P17, P18, P03, P11, P14, P13, P15, P04
Google AI Mode 5/18 P15 P04 P14 P13 P02
misses: P01, P05, P06, P07, P08, P09, P10, P12, P16, P17, P18, P03, P11
Google AI Overviews 3/16 P15 P14 P13
misses: P05, P06, P07, P08, P09, P10, P12, P16, P17, P18, P03, P11, P02
Gemini 5/18 P14 P13 P15 P02 P04
misses: P01, P05, P06, P07, P08, P09, P10, P12, P16, P17, P18, P03, P11
ChatGPT 6/18 P14 P13 P02 P04 P03 P15
misses: P01, P05, P06, P07, P08, P09, P10, P12, P16, P17, P18, P11
Perplexity 6/18 P11 P15 P04 P14 P13 P02
misses: P01, P05, P06, P07, P08, P09, P10, P12, P16, P17, P18, P03
Mention quality advanced Being named on a question that already contains your name is table-stakes; being named on one that doesn’t is genuine discovery. Every question in your set is the harder, non-branded kind.
Strong
7 / 12
questions you appear on
You show up on 7 of 12 questions. Your headline counts how often AI names you across every run; this counts how many distinct questions name you at all — breadth.
Discoverynon-branded Qs you win
7 / 12
BrandedQs that already name you
0 / 18
A question counts as discovery only when the prompt does not already contain your name — none of yours do. When named, you land mid-list in the answer. Sentiment: 31 neutral · 24 positive · 8 unclassified.
Where AI sees you advanced Your headline is one number, but the engines disagree. This is which ones name you and which are blind — fix visibility one engine at a time.
6 of 6 engines name Nelix chip design
ChatGPTsees you 27.8%
95% CI 17.6%–40.9% · 15/54 runs
Claudesees you 5.6%
95% CI 1.9%–15.1% · 3/54 runs
Perplexitysees you 27.8%
95% CI 17.6%–40.9% · 15/54 runs
Geminisees you 27.8%
95% CI 17.6%–40.9% · 15/54 runs
Google AI Overviewssees you 9.7%
95% CI 3.4%–24.9% · 3/34 runs
Google AI Modesees you 22.2%
95% CI 13.2%–34.9% · 12/54 runs
Competitor head-to-head, by engine advanced Where you stand engine by engine — the leaderboard shifts between them. The dashboard only shows your overall share of voice.
ChatGPTyou #1 Nelix chip design 27.8%
ChipMango Africa 14.8%
Synopsys University Program 11.1%
RISC-V International 5.6%
Claudeyou #2 ChipMango Africa 7.4%
Nelix chip design 5.6%
Synopsys University Program 3.7%
Perplexityyou #1 Nelix chip design 27.8%
ChipMango Africa 13%
Synopsys University Program 3.7%
RISC-V International 3.7%
Geminiyou #1 Nelix chip design 27.8%
ChipMango Africa 11.1%
RISC-V International 5.6%
Synopsys University Program 1.9%
Google AI Overviewsyou #2 ChipMango Africa 16.1%
Nelix chip design 9.7%
Google AI Modeyou #1 Nelix chip design 22.2%
ChipMango Africa 9.3%
Your rank when named advanced Being named sixth in a long list is far weaker than being named first. When an engine does name you, here’s where you land among the brands it lists.
1st on average, among the brands engines actually name
ChatGPT YOU 2 3 4 #1 of 4
Claude 1 YOU 3 #2 of 3
Perplexity YOU 2 3 4 #1 of 4
Gemini YOU 2 3 4 #1 of 4
Google AI Overviews 1 YOU #2 of 2
Google AI Mode YOU 2 #1 of 2
Who beats you, question by question advanced On every non-branded question you lost, the businesses the engines named instead. Your target list.
P01 Best semiconductor design services companies for RTL and verification outsourcing Synopsys University Program
P06 Vendors for hardware root of trust and device attestation in smart meters Synopsys University Program
P07 Best hardware security architecture consultants for secure boot and attestation Synopsys University Program
Showing 3 of 11 lost questions
Repeatability — how much a single run lies advanced A single AI answer is one dice roll. We run each question 3× and show the spread. A wide band means the number is noisy — which is why one-off “rank checks” mislead.
ChatGPT
visibility 27.8% · 15 of 54
wide band (±11.6) — treat as directional
Claude
visibility 5.6% · 3 of 54
wide band (±6.6) — treat as directional
Perplexity
visibility 27.8% · 15 of 54
wide band (±11.6) — treat as directional
Gemini
visibility 27.8% · 15 of 54
wide band (±11.6) — treat as directional
Google AI Overviews
visibility 9.7% · 3 of 34
wide band (±10.8) — treat as directional
Google AI Mode
visibility 22.2% · 12 of 54
wide band (±10.9) — treat as directional
Discovery receipts advanced The verbatim proof — the answers where AI names you unprompted, on the prospect questions that count. Raw answers for every question live on the Answers page.
P02 Top fabless chip design startups in Africa clau 3/3 goog 2/2 gemi 3/3 chat 3/3 perp 2/2 I'll search for information about the top fabless chip design startups in Africa. Based on the search results, here are some of the notable fabless chip design startups in Africa: Key Players South Africa: Azoteq A fabless I'll search for information about the top fabless chip design startups in Africa. Based on the search results, here are some of the top fabless chip design startups in Africa: Notable African Fabless Startups: 1. Nelix Chip Design Lt I'll search for information about the top fabless chip design startups in Africa. Let me search for more specific information about African fabless chip startups. Based on my search results, here are the top fabless chip design startups in While semiconductor fabrication plants fabs are rare on the African continent, a nascent and fast growing ecosystem of fabless chip design and semiconductor deep tech startups is emerging. These companies focus on custom silicon archi While Africa represents less than 1% of global physical semiconductor manufacturing , a burgeoning ecosystem of fabless chip design, electronic design automation EDA , and microelectronics talent accelerators has emerged. Egypt and Nigeria While Africa’s domestic semiconductor industry is still in its nascent stages, a growing cohort of fabless chip design startups, engineering hubs, and deep tech companies are emerging. Because building physical fabrication plants "fabs" r While physical semiconductor manufacturing foundries requires multi billion dollar infrastructure that is heavily concentrated in East Asia, the United States, and Europe, Africa’s entry into the semiconductor value chain is primarily anc While building physical chip fabrication plants foundries requires billions of dollars, a growing number of African linked startups and companies are breaking into the fabless semiconductor and chip design space. These enterprises foc Africa’s fabless semiconductor ecosystem is still small, so “top” is best judged by technical depth, funding, silicon/product traction, and ecosystem impact rather than by revenue rankings. As of September 20, 2026 , these are the st As of September 2026 , Africa has a small but increasingly visible fabless chip ecosystem. Most companies are still design houses, ASIC/SoC engineering firms, or pre silicon startups , rather than high volume chip vendors. Leading As of September 2026 , Africa’s fabless chip startup scene is still small, and “top” depends on whether you mean commercial maturity, proprietary silicon, or chip design services . The strongest publicly documented names are: | Start Leading fabless chip design startups and scale ups in Africa Africa’s fabless semiconductor ecosystem is still small, and most activity is concentrated in Egypt , with emerging companies in Nigeria and Ghana . The strongest ca Leading fabless chip design startups and scale ups in Africa Africa’s chip design scene is still small, with the strongest concentration in Egypt , plus emerging activity in Nigeria and Ghana . The following are among the most not P03 Who offers FPGA prototyping and design validation as a service? chat 1/1 If you mean outsourced engineering—where a provider implements your RTL/design on FPGA hardware and performs validation—these are relevant providers : Full service semiconductor and engineering providers Tessolve — FPGA proto P04 Semiconductor design houses in Ghana goog 3/3 gemi 3/3 chat 3/3 perp 3/3 The semiconductor and integrated circuit IC design ecosystem in Ghana is nascent, emerging largely through pioneering local ventures, academic foundations, and diaspora led initiatives connecting local engineering talent to the global mar The semiconductor and integrated circuit IC design ecosystem in Ghana is an emerging frontier, driven by specialized engineering startups, diaspora returnees, and academic partnerships with institutions like the Kwame Nkrumah University o The semiconductor and microchip design ecosystem in Ghana is in its nascent, emerging stages, driven by pioneering local engineering startups, specialized technology providers, and academic industry partnerships. Prominent entities and ini While Ghana’s technology ecosystem is predominantly driven by software development, fintech, and IT services, a specialized niche is emerging around semiconductor design, microchip architecture, and embedded hardware engineering . Beca The semiconductor and chip design industry in Ghana is nascent, but it is beginning to take root through pioneering local startups, engineering firms, and capacity building initiatives aimed at driving technological sovereignty in Africa. The semiconductor and microchip design industry in Ghana is nascent, but it is beginning to take root through pioneering local ventures, engineering firms, and tech ecosystem initiatives aimed at building local digital sovereignty and hardw Ghana’s semiconductor design ecosystem is still small. The main publicly identifiable design houses are: 1. Talon Design Technology — Accra Provides semiconductor design services, including mixed signal IC layout, full custom layo Ghana’s semiconductor design ecosystem is still small, but these are the clearest Ghana based or Ghana linked semiconductor design houses I could verify: | Company | Location/status | Main capabilities | | | | | | Talon Design Tech The Ghana based semiconductor design house market is still very small , but these are the clearest currently identifiable players: | Company | Location/status | Main capabilities | | | | | | Talon Design Technology | Accra; fo Ghana has a small but emerging semiconductor design ecosystem. The most clearly identifiable design houses are: 1. Nelix Chip Design Ltd. — Accra Fabless semiconductor and compute company. Provides semiconductor design, RTL/F Based on the available results, the semiconductor design houses I could identify in Ghana are: Nelix Chip Design Ltd. — based in Accra, Ghana ; appears to offer semiconductor design and validation services, with a focus on fabless The Ghana based semiconductor design house landscape appears small but emerging. The clearest examples are: | Organization | Base | Focus | Status / caveat | | | | | | | Nelix Chip Design Ltd. — nelix.io https://nelix.io/ | P11 Compute platforms designed for brownouts and intermittent power perp 3/3 Yes — there are several kinds of compute platforms and systems designed specifically for brownouts and intermittent power. Main categories 1. Intermittently powered edge devices / battery free systems These are built to survive The relevant category is intermittent computing also called transient computing : platforms designed to treat power failure as a normal operating condition rather than an exception. Main platform types | Platform / approach | Compute platforms designed for brownouts and intermittent power are generally called intermittent computing platforms , energy harvesting computers , or power resilient edge systems . Main design approaches 1. Checkpoint an P13 Which companies are building Africa's semiconductor talent pipeline? goog 2/2 goog 1/1 gemi 3/3 chat 3/3 perp 2/2 While large scale fabrication remains concentrated elsewhere, a growing ecosystem of specialized companies, diaspora led startups, and public private partnerships are actively building Africa's semiconductor engineering and manufacturing ta Developing a semiconductor talent pipeline across Africa focuses heavily on specialized chip design, testing, packaging, and localized engineering education rather than immediate multi billion dollar fabrication plants . Several pioneering Several emerging companies and organizations are actively building Africa's semiconductor and chip design talent pipeline. 1 https://www.weforum.org/stories/supply chains and transportation/african nations hubs global semiconductor suppl Building a semiconductor talent pipeline in Africa is an emerging frontier, driven by specialized deep tech startups, global semiconductor giants, and regional institutional partnerships. As global demand for microchips and artificial intel Africa’s emerging semiconductor talent pipeline is being built by a combination of pioneering local startups, specialized engineering firms, diaspora led initiatives, and public private partnerships. Because the continent is rich in critica Africa’s emerging semiconductor talent pipeline is being built by a combination of pioneering local startups, diaspora led enterprises, global tech giants, and public private partnerships. Because the global semiconductor industry faces a l Africa’s semiconductor talent pipeline is being built by a mix of African chip design firms, EDA/IP companies, and multinational technology companies with university programs . The most visible players are: Direct African pipeline b Africa’s semiconductor talent pipeline is being built by a relatively small group of Africa based chip companies and training platforms , supported by global semiconductor tool and IP companies. Most direct builders | Company | Base As of September 20, 2026 , Africa’s semiconductor talent pipeline is being built mainly through chip design academies, university partnerships, EDA tool access, internships, and early manufacturing/research programs —rather than by la The most visible companies building Africa’s semiconductor talent pipeline are: ChipMango — Probably the clearest continent wide example. It combines chip design and verification training with commercial engineering work, giving trai The clearest company led builders of Africa’s semiconductor talent pipeline are: | Company | Base / footprint | What it is doing | | | | | | ChipMango | Nigeria and US linked; activity across Nigeria, South Africa, Uganda, Rwand P14 Chip design internships for African engineering students goog 2/2 goog 1/1 gemi 3/3 chat 3/3 perp 2/2 Finding chip design VLSI, verification, and microelectronics internships as an African engineering student can feel challenging because local semiconductor fabrication and design hubs are still emerging. However, specialized training to p Finding chip design and semiconductor engineering internships as an African student requires looking at a mix of localized deep tech startups, multinational R&D hubs on the continent particularly in North and West Africa , and remote capac African engineering students can find specialized chip design and VLSI Very Large Scale Integration internships through emerging regional training providers, specialized startups, and national capacity building initiatives . 1 https:/ Finding a chip design silicon, VLSI, ASIC, or FPGA internship as an African engineering student can be challenging because the heavy semiconductor fabrication and design ecosystem is concentrated mostly in North America, Europe, and Asia. Finding chip design silicon, IC, ASIC, FPGA internships as an engineering student in Africa requires looking at a mix of local tech ecosystems, global open source hardware initiatives, remote international programs, and specialized fellow Finding chip design VLSI, ASIC, RTL, and FPGA internships as an African engineering student requires looking at a mix of local tech hubs, global semiconductor companies with remote or international pathways, open source hardware initiativ Here are the most relevant chip design internship routes for African engineering students I found. Africa based opportunities 1. Nelix Chip Design — Ghana, Rwanda, Kenya, Nigeria Nelix is a Ghana based fabless semiconductor com Here are some promising routes for African engineering students seeking chip design internships , especially in RTL, verification, FPGA, physical design, and RISC V. Africa based opportunities 1. Nelix Chip Design — Ghana, Kenya, Chip design internships worth targeting As of September 20, 2026 , these are promising options for African electrical, electronic, computer, and mechatronics engineering students. Your nationality usually is not the main issue; wor Here are promising chip design pathways for African engineering students. Availability and deadlines change, so verify each opportunity on its official page before applying. Africa focused opportunities 1. ChipLab — Nigeria/West Afr Here are some chip design internship leads and paths that look relevant for African engineering students, based on the results I found: Africa based opportunities Aion Silicon — Rabat, Morocco Pre employment internship in a se P15 Partners to set up an FPGA lab and VLSI curriculum at an African university goog 3/3 goog 1/1 gemi 3/3 chat 2/2 perp 3/3 Setting up an FPGA lab and VLSI curriculum at an African university requires a mix of silicon vendor backing, open source EDA tools, academic networks, and industry alliances . Because high end commercial EDA tools like Synopsys or Caden To set up an FPGA lab and VLSI curriculum at an African university, you should partner with a mix of global silicon vendors, regional academic networks, open source hardware communities, and specialized capacity building initiatives tha Setting up a state of the art FPGA lab and VLSI curriculum requires a mix of silicon vendors , open source EDA advocates , regional capacity builders , and academic alliances . The following strategic partners and programs can Setting up an FPGA Field Programmable Gate Array — an integrated circuit that can be programmed after manufacturing lab and VLSI Very Large Scale Integration curriculum at an African university requires a combination of hardware suppl Setting up an FPGA lab and VLSI curriculum at an African university requires a strategic mix of silicon vendors, open source hardware communities, regional design firms, and international academic collaborators . Because hardware infrast Setting up an FPGA lab and a VLSI curriculum at an African university requires a strategic mix of hardware vendors, silicon design enterprises, open source communities, and academic networks . Because cost and local support are major bot Setting up an FPGA Field Programmable Gate Array laboratory and a VLSI Very Large Scale Integration curriculum at an African university requires a multi pronged partnership model. Because of the high cost of hardware, software licensing Recommended partner stack For an African university, I would not seek one “all in one” sponsor. Build a consortium with separate partners for FPGA hardware, EDA software, curriculum, silicon fabrication, and regional implementation . For an African university, I would build a partner consortium , not rely on a single vendor. The strongest candidates are: | Partner | Best contribution | | | | | AMD University Program | FPGA boards, Vivado/Vitis tools, teachin For an African university establishing an FPGA lab and VLSI curriculum , build a consortium rather than relying on one vendor. A strong partner mix is: | Partner | Likely contribution | Best role | | | | | | Altera University Pr Potential partners can be grouped by what they contribute: 1. FPGA laboratory and implementation partners FASMICRO / First Atlantic Semiconductors & Microelectronics Ltd. — Particularly relevant for African universities. It repo Potential partners can be grouped into technology providers, EDA vendors, African implementation partners, academic networks, and funders . 1. FPGA and semiconductor technology companies AMD/Xilinx Potential support: FPGA deve