Sɛ́ ebia merehwehwɛ kar foforo, email marketing software, anaa mpaboa a, ɛtɔ mmere bi a me yam a anka mewɔ ankorankoro adetɔfo — Obi a ɔbɛkyɛ adwene a ɛto so abien, de nyansahyɛ ahorow ama bere a mintumi nsi gyinae, na maboa ma mahu nea eye sen biara. Wɔ nnansa yi mfe mu no, ChatGPT nneɛma ho nyansahyɛ ne ne Adetɔ Nhwehwɛmu afã no abɛyɛ eyi ama nnipa pii. Nkɔanim no, adetɔfo rehuruw mfiri a wɔde hwehwɛ nneɛma mu na wɔrekɔ ChatGPT tẽẽ de nsɛmmisa te sɛ “CRM a eye sen biara ma nnwuma a wɔafi ase a wonnii nnipa 50” anaa “akyɛde bɛn na eye sen biara ma wɔn a wɔpɛ chai?” Nokwarem no, sɛnea G2’s 2025 Buyer Behavior Report kyerɛ no, mprempren generative AI chatbots ne nkɛntɛnso #1 wɔ adetɔnfo din tiawa so, di nhwehwɛmu wɛbsaet ahorow, adetɔnfo wɛbsaet ahorow, ne adetɔnfo anim. Ɛno yɛ nsakrae kɛse wɔ sɛnea nkurɔfo tɔ nneɛma mu, na ɛsɛ sɛ aguadifo ne ecommerce akuw yɛ nsakrae sɛ wɔpɛ sɛ wɔtra hɔ a wotumi hu wɔn a. Saa akwankyerɛ yi paapae sɛdeɛ ChatGPT si nneɛma a ɛbɛba no ho gyinaeɛ pɛpɛɛpɛ — ne, nea ɛho hia kɛseɛ no, deɛ wobɛtumi ayɛ nnɛ de ayɛ wɔn mu baako. Nsɛm a Wɔahyehyɛ Dɛn na Asesa wɔ ChatGPT Adetɔ ma Nnwumakuw mu? Nea enti a ChatGPT Product Discovery Ho Hia ma B2B ne SaaS Sɛnea ChatGPT Aguade Ho Nkamfo Yɛ Adwuma Sɛnea Wobɛboa ChatGPT ma Wɔahu Wo Nneɛma FAQs Fa ChatGPT Aguade Ho Nkamfo Ho Nhyehyɛe a ɛbɛma ChatGPT Adetɔ mu Nkonimdi Dɛn na Asesa wɔ ChatGPT Adetɔ ma Nnwumakuw mu? Wɔ afe 2025 nhwehwɛmu bi a G2 yɛe wɔ 1,000+ B2B software atɔfoɔ mu no, wɔn a wɔbisabisaa wɔn nsɛm no mu fã kaa sɛ seesei wɔhyɛ wɔn adetɔ akwantuo ase wɔ AI chatbot mu mmom sen sɛ wɔbɛhwehwɛ Google Search. ChatGPT hyɛɛ no nsow. Afe a etwaam no osutɔbere mu no, ChatGPT fii ase ChatGPT Adetɔ ne ntɛm ara checkout. Saa nneɛma foforo yi ma wɔn a wɔde di dwuma no hwehwɛ na wɔtɔ nneɛma mpo (wɔ Etsy ne Shopify so) a wonfi wɔn nkɔmmɔbɔ mu. ChatGPT bɛkyerɛ nneɛma, bo, nsusuwii, ne link a wode bɛtɔ ade no ntɛm ara ama Etsy ne Shopify ahyɛnsode ahorow. Wubetumi nso atɔ ade no afi wɔn wɛbsaet ahorow so de aka wo teaseɛnam no ho. Nhwɛso a ɛyɛ ntɛm ni. Sɛ wopɛ sɛ wufi adetɔ mu osuahu no ase wɔ mobile anaa desktop so a, mebɔɔ plus sɛnkyerɛnne (+) a ɛbɛn asɛmmisa no na mepaw “Atɔɔ Nhwehwɛmu.” Efi hɔ no, mehyɛn nea na merehwehwɛ no mu (wɔ eyi mu no, “akyɛde a eye sen biara ma indian chai adɔfo ankasa”) na mebɔɔ enter. Bere a ɛreyɛ ne nneɛma ho nyansahyɛ ahorow no, ChatGPT bisaa me nsɛm bi faa bo ne nea wɔpɛ ho de siesiee ne nyansahyɛ ahorow no. Nanso, sɛ woammua nsɛmmisa no a, ɛda so ara ma wo nea esusuwii sɛ eye sen biara wɔ listicle a ɛkɔ akyiri mu. Bere a merehwehwɛ mu no, mihuu nyansahyɛ ahorow bi a wobuee afã horow a wɔde tɔ ade no wɔ nkɔmmɔbɔ mu te sɛ akyɛde a wɔahyehyɛ yi fi VADHAM. Na afoforo nso maa me klike kɔ wɛbsaet no so. Ebia woresusuw ho, ɔkwan bɛn so na eyi yɛ soronko wɔ ChatGPT asɛmmisa a ɛyɛ daa no ho? Wiɛ, sɛ woamfa “Shopping Research” adwinnade no anni dwuma a, ChatGPT bɛkyɛ akyɛde ho adwene a ɛfa nneɛma nyinaa ho sen sɛ wobɛkyɛ nneɛma pɔtee bi a wubetumi atɔ ntɛm ara. Momma yɛnhwɛ deɛ ɛyɛ soronko wɔ ChatGPT adetɔ mu wɔ afe 2026 mu, more granularly: Adetɔ ho nhyehyɛe titiriw bi ma nyansahyɛ ahorow tumi. ChatGPT Adetɔ Nhwehwɛmu no tu mmirika wɔ GPT-5 mini soronko bi so, a wɔatete no titiriw ama adetɔ nnwuma. Sɛnea OpenAI’s ankasa benchmarks kyerɛ no, saa nhwɛsoɔ yi nya 52% product accuracy wɔ complex multi-constraint queries, sɛ wɔde toto 37% ma standard ChatGPT Search ho a. ChatGPT Aguadi Dwumadie no yɛ live. OpenAI’s aguadifo nhyehyɛe no ma nnwuma kwan ma wɔde nneɛma ho nsɛm kɔma tẽẽ, na ɛma ɛyɛ yiye sɛ ChatGPT betumi anya nneɛma ho nsɛm a ɛyɛ nokware na wɔahyehyɛ no yiye. Nhyehyɛe ahorow no bi ne Instant Checkout, a ɛbɛma wɔn a wɔde di dwuma no atɔ nneɛma tẽẽ wɔ platform no mu. B2B ne SaaS na ɛwɔ hyɛn no mu. Product discovery nnyɛ ecommerce anaa B2C nko ara. ChatGPT taa kamfo software nnwinnade, platform ahorow, ne nnwuma kyerɛ bere a wɔn a wɔde di dwuma no bisa adwumayɛ mu haw ahorow ano aduru no. No placement a wotua ho ka (da so ara). Nea ɛnte sɛ Google Shopping no, mprempren ChatGPT nneɛma ho nyansahyɛ ahorow no nyɛ nea wɔde dawurubɔ di dwuma. Sɛnea OpenAI kyerɛ no, “ChatGPT kyerɛ nneɛma a ɛfata sen biara a efi wɛbsaet no nyinaa so. Nneɛma a efi mu ba no yɛ nea wɔde di dwuma ɔkwammɔne so na wɔmfa mmoa, a wɔde toto nea ɛfa nea ɔde di dwuma no ho nkutoo so.” Visibility ha no yɛ nea wonya, ɛnyɛ nea wɔtɔ — nanso pii wɔ saa asɛm no ho nnansa yi ara. Nea enti a ChatGPT Product Discovery Ho Hia ma B2B ne SaaS ChatGPT a wobɛhwehwɛ no kyerɛ sɛ wobetumi ahu platform’s a wɔbɔɔ amanneɛ sɛ nnipa ɔpepem 900 a wɔyɛ nnam dapɛn biara no. Na ChatGPT nneɛma ho nyansahyɛ nyɛ nneɛma a wɔde di dwuma nkutoo nkutoo. Sɛ wo adwumakuw no tɔn software, adwumayɛfo nnwuma, anaa ade biara a wosusuw ho kɛse a, ChatGPT discovery betumidedaw renya wo pipeline so nkɛntɛnso, sɛ́ ebia woayɛ optimized ama no anaasɛ woannyɛ. Ma menkyerɛkyerɛ mu. B2B adetɔfoɔ de AI redi dwuma de ayɛ shortlists. Wɔn a wosi gyinae wɔ mfinimfini gua ne nnwuma nnwumakuw mu reyɛ AI nsɛmmisa te sɛ “HubSpot akansifo bɛn na ɛsɛ sɛ mesɔ hwɛ?” ansa na wɔakɔ vendor’s website so da. Ɔkwan foforo so no, AI retew nea wɔpaw so fi wɔn adetɔ akwantu no mfiase pɛɛ. Nea ɛka ho no, 6sense hui sɛ 95% bere no, adetɔnfo a odi nkonim no wɔ adetɔfo no din tiawa no mu dedaw, bere a 80% wɔ nkitahodi ahorow no mu no, adetɔnfo a adetɔfo no di kan ne no di nkitaho no na odi nkonim. Enti, sɛ ɛnyɛ sɛ AI ntumi nkɔ wo so ntɛm a, ɛda adi sɛ worenkɔ mmirikatu no mu mpo. AI hwehwɛ yɛ dedaw a ɛto so abien-kɛse a edi kan fibea ma B2B. Sɛnea afe 2025 nhwehwɛmu bi a 10Fold Communications yɛe kyerɛ no, AI-based platforms te sɛ ChatGPT ne Perplexity mprempren ne nea ɛto so abien a wɔtaa nya fibea a wɔfata a wɔde wɔn kɔ. Wɔdi social media nko ara akyi na wɔdi organic search, email marketing, ne paid media anim. AI kar akwan dannan yiye kɛse. Nhwehwɛmu kyerɛ sɛ ChatGPT traffic danee 31% kɔɔ soro sen non-branded organic search. Wɔ B2B pɔtee no, ChatGPT de 56.3% a ɛkorɔn a ɛbɛn rate sen leads a efi Google anaa Bing ma. Wɔn a wɔde di dwuma a wofi ChatGPT ba no nso taa awie nhwehwɛmu a edi kan dedaw. Wɔbɛn gyinaesi bi, a ɛtaa kyerɛ sɛ nsakraeɛ dodoɔ a ɛkɔ soro ne adetɔn kyinhyia tiawa. Saa nsɛm yi ne nsusuwii ahorow a ɛfa AI a ɛsakra adetɔfo nneyɛe ne nea wɔpɛ ho no hyia, na ɛsɛ sɛ aguadifo yɛ nsakrae. Nhwehwɛmu asɛnka agua ahorow soa emu duru kɛse mpo. Wɔ B2B nneɛma ho no, ChatGPT de ne ho to aggregator signals a efi platforms te sɛ G2, Capterra, ne TrustRadius so kɛse. Nhwehwɛmu a ɛwɔ hɔ a ɛyɛ mmerɛw no yɛ ade a edi awu a ɛma wotumi hu ade. Pro Tip: Run ChatGPT nsɛmmisa kakraa bi wɔ wo category no mu mprempren ara. Hwehwɛ “best [your product type] for [your ICP]” na hyɛ onii a ɔbɛba no nsow. Eyi bɛma woanya AI visibility benchmark a ɛyɛ den a wubetumi afi mu ayɛ adwuma. Wubetumi nso de HubSpot’s free AEO Grader adi dwuma de ahwɛ sɛnea mprempren AI nhyehyɛe ahorow rekyerɛ wo nsɛm ase. Sɛnea ChatGPT Aguade Ho Nkamfo Yɛ Adwuma ChatGPT nni top-secret algorithm wɔ Google nteaseɛ mu. Mmom no, ɛkyerɛ sɛ ɛboaboa nsɛm a efi mmeae pii ano na ɛde kasa ho nhwɛso kɛse (LLM) nsusuwii di dwuma de bua nsɛmmisa a ɛfa adetɔ ho. Nanso, nsɛnkyerɛnne bi wɔ hɔ a ɛkɔ so daa a ɛte sɛ nea ɛka nea wɔkamfo kyerɛ no so nkɛntɛnso. ChatGPT afiri ho nyansahyɛ nya nkɛntɛnsoɔ wɔ asɛmmisa a ɛfa ho, data a wɔahyehyɛ wɔ afiri nkratafa so, afiri a ɛwɔ hɔ ne afiri boɔ, nhwehwɛmu ne tumi, ne nsɛm a ɛfa ho a ɛne adetɔfoɔ adwene hyia. 1. Asɛmmisa a Ɛfa Ho Nsɛnkyerɛnne a ɛho hia sen biara ne sɛnea wo nneɛma no mu nsɛm ne nea ɔde di dwuma no asɛmmisa no adwene hyia yiye. ChatGPT ani gye nkyerɛaseɛ a ɛne ne ho hyia ho. Ɛnyɛ sɛ ɛhwehwɛ keyword overlap kɛkɛ; ɛkyerɛkyerɛ ntease ne adwene mu. Sɛ nhwɛso no, sɛ obi a ɔde di dwuma bisa “CRM a emu yɛ hare ma afotufo a wɔyɛ wɔn nkutoo” a, ade kratafa a ɛka pefee sɛ asɛm a wɔde di dwuma no bɛyɛ adwuma asen nea wɔtaa ka sɛ ɛsom nnwuma nyinaa. Bio nso, Nectiv’s October 2025 nhwehwɛmu no hunuu sɛ aguadiɛ adwene a wɔde kanyan nkurɔfoɔ no taa kanyan wɛb hwehwɛ wɔ ChatGPT mu (53.5%) sene nsɛm ho nsɛmmisa (18.7%). Nsɛmfua a wɔtaa de kanyan hwehwɛ no bi ne “nhwehwɛmu,” “free,” “features,” ne “comparison.” 2. Structured Data wɔ Product Nkratafa so ChatGPT’s wɛb browsing tumi no kyerɛ afiri nkratafa, na, sɛdeɛ ɛteɛ wɔ nsɛm a ɛwɔ mu nyinaa ho no, data a wɔahyehyɛ (titiriw schema markup) boa no ma ɔkyekyɛ afiri no su mu pɛpɛɛpɛ. Schema ahorow a ɛfa nneɛma a wɔyɛ ho nkratafa ho titiriw no bi ne: nneɛma nhyehyɛe, nhyehyɛe a wɔde ma, ne nneɛma ahorow. 3. Nneɛma a Ɛwɔ Hɔ ne Boɔ Ho Nsɛm Wogye di nso sɛ ChatGPT nneɛma ho nyansahyɛ ahorow no nya nneɛma a ɛwɔ hɔ ne ne bo so nkɛntɛnso. Wonim sɛ bo a wɔbɔ ho nkratafa twetwe AI kar a ɛkɔ so kɛse no bi. Enti, sɛ wo nneɛma no awie, wɔagyae, anaasɛ ɛwɔ bo a ɛyɛ den sɛ wobɛda adi (te sɛ “contact for pricing” a enni ranges) a, ɛyɛ nea enye. Mekyerɛ sɛ, susuw ho: Sɛ w’adamfo bi ka ade bi ho asɛm kyerɛ wo, ɔbɔ ho dawuru, na afei ɛbɛdaa adi sɛ ne stock awie a, ebia ɛbɛyɛ wo yaw ankasa. (Mebɛyɛ.) ChatGPT mpɛ sɛ ɛma wɔn a wɔde di dwuma no saa osuahu no. 4. Tumi ne Nhwehwɛmu Nsɛnkyerɛnne Tumi nsɛnkyerɛnne a ɛwɔ AI mu no yɛ adwuma te sɛ atetesɛm SEO, nanso ɛtrɛw kɔ nnipa a wɔto so abiɛsa nhyiam ase, te sɛ nhwehwɛmu mmeae a wɔasisi, nnwumanhoma ahorow, nhwehwɛmufo amanneɛbɔ, ne nhyiam ase te sɛ LinkedIn. 5. Nsɛm a Ɛfa Nsɛm a Ɛfa Ho a Wɔahyehyɛ ChatGPT siesie nyansahyɛ ahorow ma ɛne nkɔmmɔbɔ bi mu nsɛm nyinaa hyia ne nea onim fa obi ho. Ɛno akyi no, obi a ɔde di dwuma a waka sɛ wɔyɛ nnipa 10 akyirikyiri kuw na wohia ano aduru a wontua hwee no benya nyansahyɛ soronko sen obi a ɔkaa adwuma bi a wɔhwɛ so ho asɛm. Ɛsɛ sɛ wo nsɛm no kasa kyerɛ dwumadie pɔtee, nnipa, ne nsɛm a ɛfa ho, ɛnyɛ afiri no fã a ɛwɔ hɔ nyinaa nko, na ama wɔada adi sɛ ChatGPT afiri ho nyansahyɛ ama atiefoɔ a wɔfata. Sɛnea Wobɛboa ChatGPT ma Wɔahu Wo Nneɛma Sɛnea Previsible 2025 State of AI Discovery Report kyerɛ no, AI akwantuo no twe adwene si nnwuma, nnwinnadeɛ, ne boɔ nkratafa a.k.a. pɛpɛɛpɛ gyinaesi-afã nkratafa a yenim sɛ ɛma B2B nsakrae kɔ so. Nea ɛka ho no, HubSpot nhwehwɛmu ahu sɛ ChatGPT ne #1 AI adwinnade a aguadifo de di dwuma wɔ wɔn dwumadi ahorow mu. Nanso, ɛmfa ho sɛ platform no agye din no, nnwumakuw 11% pɛ na wɔka sɛ wɔwɔ wɔn nsɛm dodow no ara AI-asiesie. Ɛno de akansi hokwan kɛse ba. ChatGPT a wobɛhunu no nyɛ agodie a ɛfa nhyehyɛeɛ bi ho; ɛfa sɛnea wubenya nneɛma ho nsɛm a eye ankasa, a wɔahyehyɛ, a wotumi nya ho. Anamɔn a ɛwɔ nkɛntɛnsoɔ kɛseɛ a wobɛtumi atu de ama hokwan a wowɔ sɛ wobɛda wo ho adi wɔ ChatGPT’s product recommendations mu no akɔ soro nie. Anamɔn 1: Fa product schema markup ka wo nkratafa/nsɛm a ɛwɔ mu no ho Data a wɔahyehyɛ no yɛ mmuae engine optimization (AEO) ne generative answer optimization (GEO) nyinaa odum, enti, nokwarem no, ɛho hia ma ChatGPT. Sɛ schema markup ne site architecture pa nni hɔ a, ɛsɛ sɛ ChatGPT’s web crawler no yɛ “adwene” pii de hu wo product ho nsɛm ne nea worefa ho. Ɛnam so no, wɔahyehyɛ saa nsɛm no na emu da hɔ, na ɛma ɛda adi pefee na mfiri tumi kenkan. Kenkan: Sɛnea Wode Schema Markup Di Dwuma De Ma Wo Wɛbsaet no Nhyehyɛe Atu mpɔn Ɛno akyi no, wo nneɛma nkratafa nyinaa ho no, fa nea edidi so yi ka ho: Product schema: Fa din, brand, mfonini URL, nkyerɛkyerɛmu, SKU anaa GTIN, ne URL ka ho. Fa nhyehyeɛ ma: Fa boɔ, boɔCurrency, ɛwɔ hɔ (fa schema.org botaeɛ te sɛ InStock anaa OutOfStock di dwuma), ne URL a ɛfata ka ho. AggregateRating schema: Twe nhwehwɛmu dodow ne average rating fi wo nhwehwɛmu platform anaa kyerɛwtohɔ. FAQPage schema: Wɔ landing pages a ɛdi adetɔfoɔ nsɛmmisa a wɔtaa bisa ho dwuma no, FAQ schema ma nsɛm a ɛfa ho no hyia. Na sɛ woyɛ B2B anaa SaaS adwumakuw a, fa wo bo krataafa, feature ntotoho nkratafa, ne use-case landing pages sɛ “product pages” ma schema atirimpɔw ahorow. SaaS deɛ, titire no, boɔ nkratafa a ɛda adi pefee a ɛwɔ tier breakdowns a ɛda adi pefee no yɛ ahotosoɔ ne visibility sɛnkyerɛnne a emu yɛ den. Pro Tip: Fa Google’s Rich Results Test di dwuma fa hwɛ sɛ wo schema no ahyɛ no yiye ansa na woahwɛ kwan sɛ ebenya AI nyansahyɛ ahorow so nkɛntɛnso. HubSpot Content Hub, fa HubSpot’s structured content tools ne CMS developer documentation di dwuma de JSON-LD schema di dwuma tẽẽ wɔ wo krataafa templates mu. Anamɔn 2: Hwɛ sɛ wotumi twetwe nneɛma na wotumi kɔ mfiridwuma mu Sɛnea yɛaka no, ChatGPT de wɛb krawla (OAI-SearchBot ne nea edi kan) di dwuma de kyerɛ nsɛm a ɛwɔ mu. Sɛ wo product pages no nnyɛ crawlable a, wontumi nkamfo wo, full stop. Wɔ schema akyi no, nneɛma bi a wubetumi ayɛ na ama wo crawlability atu mpɔn ni: Hwɛ sɛ OAI-SearchBot no ntumi nsiw ano wɔ wo robots.txt fael no mu. Fa XML sitemap a ɛyɛ foforo a ɛka nneɛma ne ano aduru nkratafa nyinaa ho mena. Hwɛ sɛ product nkratafa no load ntɛmntɛm na enhia JavaScript execution na ama key content akyerɛ. Te sɛ mfiri a wɔde hwehwɛ nneɛma mu no, wotumi susuw sɛ nneɛma a wɔde gu mu ntɛmntɛm no, ɛda adi sɛ AI nhyehyɛe ahorow bɛka ho. Fa URL nhyehyeɛ a emu da hɔ, a ɛkyerɛkyerɛ mu di dwuma (e.g., /products/crm-for-startups sen sɛ wode /p?id=4421). Yi nsɛm a ɛfa nsɛm a ɛwɔ mu a ɛyɛ abien a ɛma entity pefeeyɛ yɛ mmerɛw no fi hɔ. Pro Tip: Hwɛ wo server logs anaa adwinnade bi te sɛ Cloudflare Analytics ma OAI-SearchBot dwumadi. Sɛ ɛnyɛ nea ɛda adi a, hwehwɛ wo robots.txt ne krataafa nkyerɛase. Ebia wo site no rentumi nkɔhwehwɛ mprempren. Anamɔn 3: Yɛ product page content no yiye ma use-case queries Susuw ho te sɛ adetɔfo a ɔde abɔde mu kasa di dwuma, na ɛnyɛ aguadifo a ɔkyerɛw ma robɔt. ChatGPT dwumadiefoɔ de kasasin bisabisa nsɛm wɔ nkɔmmɔdie mu, na wɔtaa ani gye afiri no mu nsɛm a ɛbua nsɛmmisa anaa ɛde saa nsɛmfua no ka ho pefee. Nea wubetumi ayɛ ni: Di anim denam use case anaa “mfaso” no so, na ɛnyɛ feature no. Sɛ anka wobɛkyerɛw “AI-powered pipeline automation” no, kyerɛw “HubSpot boa adetɔn akuw a emufo yɛ 10–50nkurɔfo to apam pii mu a wɔmfa nsa nkyerɛw data nhyɛ mu.” Fa ntotoho nsɛm ka ho. Nkratafa te sɛ “HubSpot vs. Salesforce for small business” yɛ nea ChatGPT nya fi mu pɛpɛɛpɛ bere a wɔn a wɔde di dwuma no resusuw nea wobetumi apaw ho no. Fa use case headers a ɛda adi pefee ka ho. Afã horow te sɛ “Eye ma freelancers,” “Ideal for enterprise,” anaa “Sɛnea [Product] di [adwuma pɔtee bi] ho dwuma” ma nsɛm a ɛfa ho ma AI nhyehyɛe ahorow. Bua nsɛmmisa 5–10 a ɛwɔ soro a w’atɔfoɔ bisa no. Fa FAQ afã horow a ɛwɔ nneɛma a wɔyɛ no nkratafa so di dwuma. Saa nsɛm yi map tẽẽ kɔ ChatGPT nkɔmmɔbɔ nsɛmmisa so. Nanso mma wo werɛ mmfi sɛ wobɛda nsonsonoe adi! Bere a wopɛ sɛ wokyere w’atiefo nsɛm no, wopɛ nso sɛ wohwɛ hu sɛ w’ayɛyɛde soronko ne nea ɛma wopaw nea ɛfata no mu da hɔ na ɛda nsow wɔ w’akansifo no ho. Ɛho hia nso sɛ yɛhyɛ no nsow sɛ mprempren ChatGPT’s instant checkout no yɛ Etsy ne Shopify sotɔɔ ahorow nkutoo mu. Sɛ wode platform biara redi dwuma a, hwɛ hu sɛ wubedi saa afotu yi akyi wɔ wo Shopify nneɛma ho nkyerɛkyerɛmu/kratafa ne Etsy Shop nkyerɛkyerɛmu so. Wohia mmoa a wode bɛkyerɛw wo nsɛm no? AI nsɛm a wɔde kyerɛw nnwinnade pii wɔ hɔ a ɛbɛma woafi ase, a HubSpot’s ka ho. Anamɔn 4: Yɛ nhwehwɛmu ne asetena mu adanseɛ Infrastructure ChatGPT afiri ho nyansahyɛ ahorow no nya nkɛntɛnso kɛse wɔ nea abɔnten so nsɛm a ɛwɔ tumi ka fa wo nneɛma ho, titiriw no, nnipa foforo nhwehwɛmu wɛbsaet ahorow. Wei kyerɛ sɛ ɛsɛ sɛ wo social proof strategy no trɛw kɔ akyiri sen w’ankasa wɛbsaet. Wɔ B2B ne SaaS ho no: Fa G2 ne Capterra di kan. Eyinom ka fibea ahorow a wɔahwehwɛ mu na wɔatwe adwene asi so kɛse ma softwea ho nyansahyɛ ahorow no ho. Fa si w’ani so sɛ anyɛ yiye koraa no, 50 nsusuwii a sɛ wɔkyekyem pɛpɛɛpɛ a, 4.0+. Kakraa biara bɛyɛ te sɛ nhwɛsode ketewaa dodo sɛ wobɛnya mu ahotoso na rating biara a ɛba fam no bɛda wo som adi bɔne. Yɛ wo G2 profile no yiye. Fa wo G2 listing no di sɛ landing page. Fa nkyerɛkyerɛmu a edi mũ, feature tags, use case categories, website links, ne ntotoho gyinabea ka ho. Twe asetra mu adanse fi LinkedIn. Adetɔfoɔ adansedie, asɛm a wɔayɛ ho nhwehwɛmu kyɛfa, ne nneɛma a wɔka ho asɛm wɔ LinkedIn so no, ChatGPT reda adi kɛseɛ, titire ma B2B nsɛmmisa. Nya nsɛm a wɔka fa nnwuma ho nhoma ahorow a ɛfa ho no ho. Sɛ wobɛka ho asɛm wɔ aguadi ho nhoma ahorow a wobu no mu (susuw MarTech, TechCrunch, nnwuma ho nsɛmma nhoma ahorow ho) kyekye tumidi nsɛnkyerɛnne a ChatGPT kari. Hyɛ sɛnea HubSpot de asetra mu adanse ne nsusuwii a efi G2 kaa yɛn wɛbsaet no ho nsow. Dodow a wɔka wo ade no ho asɛm yiye bere nyinaa wɔ saa mmeae yi nyinaa no, dodow no ara na ɛda adi sɛ ɛbɛda adi. Pro Tip: Fa HubSpot’s Smart CRM di dwuma fa fa nhwehwɛmu abisade adwumayɛ nhyehyɛe ahorow no bata adetɔfo asetra mu nsɛm ho tẽẽ. Eyi ma ɛyɛ mmerɛw sɛ wobɛkanyan nhwehwɛmu abisa wɔ bere a ɛfata mu wɔ post-onboarding akyi. Anamɔn 5: Fa Product Feed kɔ ChatGPT Merchant Program OpenAI’s Merchant Program ma nnwuma kwan tẽẽ a wɔbɛfa so ama nneɛma ho nsɛm ne adetɔ a ɛwɔ ChatGPT mu. Fa no sɛ wowɔ feed a efi Facebook Marketplace anaa Instagram Shops wɔ nkɔmmɔbɔ mu, nanso ɛwɔ AI nyansahyɛ ahorow. Sɛ wopɛ sɛ wufi ase a: Kɔ chatgpt.com/merchants na yɛ aguadifoɔ akonta. Siesie afiri feed wɔ ɔkwan a wɔboa so (mpɛn pii no JSON anaa CSV). Fa nneɛma din, nkyerɛkyerɛmu, ne bo, tebea a ɛwɔ hɔ, mfonini, ne URL ahorow a ɛyɛ nokware ka ho. Ma feed no nyɛ foforo — data a ayɛ dedaw anaasɛ ɛnyɛ nokware betumi apira wo nyansahyɛ fata no denneennen. Nanso, OpenAI’s nkrataa no gye tom pefee sɛ ebia model no da so ara di mfomso wɔ mprempren bo ne nea ɛwɔ hɔ ho na ɛhyɛ wɔn a wɔde di dwuma no nkuran sɛ wɔnhwɛ sɛ ɛyɛ nokware wɔ aguadifo wɛbsaet ahorow so. Pro Tip: Wɔ B2B nnwumakuw a wonni atetesɛm mu nneɛma feed no, susuw ho sɛ wobɛbɔ “ano aduru feed” a wɔahyehyɛ a ɛkyerɛw w’ayɛyɛde atitiriw, a bo a wɔbɔ, atiefo a wɔde w’ani asi wɔn so, ne nsɛm a wɔde di dwuma ka ho. Wei boa ma ChatGPT data a ɛho tew, a mfiri tumi kenkan a wɔde bɛyɛ adwuma. Ɛno akyi no, fa HubSpot AEO Grader no hwehwɛ ɔhaw ahorow wɔ sɛnea AI nhyehyɛe ahorow rete wo nsɛm ase no ho. Anamɔn 6: Yɛ Nsusuwii Loop Worentumi nni nea wonsusuw ho no ho dwuma. Tracking ChatGPT-driven discovery hwehwɛ sɛ wɔfa ɔkwan soronko kakra sen atetesɛm SEO analytics. Yɛ wo monitoring adwumayɛ kwan no twa saa nsɛnkyerɛnne yi ho hyia: UTM-tag wo ChatGPT akwantuo no. Sɛ woabɔ wo ho ban anaa wɔatwe adwene asi wo so wɔ ChatGPT mmuaeɛ mu a, hwɛ direct/referral traffic patterns wɔ Google Analytics 4 — AI-driven traffic taa pue sɛ tẽẽ anaasɛ ɛfiri chat.openai.com. Segment na track no soronko fi wo da a edi kan. Fa nhwehwɛmu nsɛmmisa a wɔyɛ no daa no yɛ adwuma. Dapɛn biara, fa nsa tu nsɛmmisa 10–20 wɔChatGPT a ɛne wo target buyer’s kasa hyia. Hyɛ bere a wupue, akansifo a wopue, ne sɛnea mmuae no de wo si hɔ no nsow. Track brand mentions ne nnwinnade a wɔde hwɛ nneɛma so. Nnwinnade te sɛ Mention, Brand24, anaa HubSpot’s Social Monitoring wɔ Marketing Hub betumi akyere bere a wɔaka wo nneɛma ho asɛm wɔ wɛb no nyinaa so — a ɛma tumidi nsɛnkyerɛnne a ChatGPT nya fi mu no aduan. Wubetumi nso ahu AI akwantuo wɔ HubSpot’s akwantuo amanneɛbɔ mu. Hwɛ G2 na hwɛ platform rankings. Wo gyinabea wɔ category rankings mu wɔ G2 no ne AI recommendation frequency no wɔ abusuabɔ. Di akyi ɔsram biara. FAQs Fa ChatGPT Aguade Ho Nkamfo Ho So mihia afiri feed na ama apue wɔ ChatGPT nyansahyɛ ahorow mu? Ɛnyɛ nea ɛho hia, nanso sɛ wunya bi a, ɛma hokwan a wowɔ no tu mpɔn kɛse. ChatGPT betumi ahunu nneɛma denam wɛb krawling nko ara so, nanso afiri feed a wɔde fa ChatGPT Merchant Program so de mena no ma OpenAI nya kwan tẽẽ, emu kwan kɔ data a ɛho tew, a wɔahyehyɛ a adwuma foforo biara nni mu. Wɔ nneɛma a ɛsono emu biara, ɛbo a ɛtaa sesa, anaasɛ nea ɛwɔ hɔ a ɛsakrasakra (i.e. ntade ne nneɛma afoforo a wɔde di dwuma) ho no, wɔkamfo aduan a wɔde ma no kyerɛ denneennen. Mɛyɛ dɛn aboa ChatGPT ma wɔahu nneɛma foforo anaa bere mu nneɛma ntɛmntɛm? Yɛ wo sitemap no foforo ntɛm ara bere a nneɛma foforo nkratafa kɔ so na hwɛ hu sɛ wɔde nkitahodi fi nkratafa a ɛwɔ tumi kɛse a ɛwɔ hɔ dedaw no so. Wɔ bere mu nneɛma ho no, yɛ landing pages a ɛyɛ ahabammono daa (e.g., “[Product] for Holiday Gifting”) a wobɛma ayɛ foforo wɔ kyinhyia biara mu sen sɛ wobɛbɔ URL foforo afe biara. Eyi kora crawl priority ne tumidi nsɛnkyerɛnne so. Sɛ wode nneɛma a wɔayɛ no foforo mena ntɛm ara a, ɛno nso ma wohu ntɛmntɛm. Na sɛ m’akansifo no di me sen me wɔ nhyehyɛe a ɛteɛ mpo mu nso ɛ? Sɛ yɛbɛka no pen a, eyi betumi aba yiye. Schema ho hia nanso ɛnyɛ aduru a wɔde sa yare. Sɛ akansifo reyɛ adwuma asen wo ɛmfa ho sɛ wɔde agyiraehyɛde a ɛfata ahyɛ mu a, mpɛn pii no, nsonsonoe no wɔ mmeae abiɛsa no mu biako mu: (1) hwɛ dodow ne ne su mu wɔ nnipa foforo nhyiam ase, (2) nsɛm a ɛwɔ mu tumidi ne emu dɔ wɔ nkratafa a ɛfa asɛm pɔtee a wɔde di dwuma ho, anaa (3) mpɛn dodow a wɔka ahyɛnsode ho asɛm wɔ abɔnten nhoma ahorow nyinaa mu. Audit wo G2 profile versus akansifoɔ, toto wo product page content depth, na hwɛ mpɛn dodoɔ a wɔtwe adwene si wo so wɔ industry sources versus wo top competitors. 10Fold 2025 nhwehwɛmu hunuu sɛ content depth ne readability ho hia kɛseɛ ma AI citation, ɛnyɛ atetesɛm SEO metrics te sɛ backlinks anaa traffic. Ɔkwan bɛn so na ɛsɛ sɛ mehwɛ product page adwumayɛ so fi AI traffic? Wɔ Google Analytics 4 mu no, kyekyɛ akwantuo mu sɛdeɛ fibea teɛ de kyerɛ nhyiamu a ɛfiri chat.openai.com anaasɛ ɛda adi sɛ “tẽẽ” a AI-taa yɛ suban nhyehyɛeɛ (kratafa a ɛba fam-nhyiamu biara, nsakraeɛ dodoɔ a ɛkorɔn). Fa HubSpot Marketing Hub di dwuma de di keyword-level ne page-level adwumayɛ akyi ka wo CRM pipeline data ho, na ɛma wotumi de AI-driven traffic bata sika a wonya ankasa ho. Sɛ wopɛ nhyehyeɛ a ɛkɔ akyiri a, HubSpot’s AEO Guide no nantew fa mmuaeɛ engine optimization adwumayɛ nhyehyɛeɛ a ɛdi mũ no mu. Nhyehyɛe a ɛbɛma ChatGPT Adetɔ mu Nkonimdi Data no mu da hɔ: AI referral traffic renya nkɔso 165x ntɛmntɛm sen organic search, ɛdannan wɔ 4–9x rate of atetesɛm nsrahwɛfo, na dedaw yɛ tumi a ɛwɔ nkɛntɛnso kɛse a ɛhyehyɛ B2B vendor shortlists. Enti, sɛ wususuw sɛ wubetumi abu w’ani agu ChatGPT nneɛma ho nyansahyɛ ahorow so a, wobɛpɛ sɛ wususuw ho bio. ChatGPT nneɛma ho nyansahyɛ nyɛ ɔkwan a wotua ho ka; wɔyɛ wɔn a wɔanya sika. Nnwuma a ɛbɛdi AI-driven discovery so wɔ afe 2026 mu no ne wɔn a wɔma AI nhyehyɛeɛ no data a ɛho tew, wɔahyehyɛ, a tumi wom a wɔde bɛyɛ adwuma. Fi ase fa wo nneɛma nhyehyɛe no so. Siesie wo crawlability no. Yɛ wo nhwehwɛmu site a wowɔ no. Na hwɛ ne nyinaa so bere nyinaa. Eyi nyinaa yɛ kɛse na ebetumi aboa ma ChatGPT adan w’atiefo ankasa adetɔfo a wotumi de ho to so sen biara.
ChatGPT Product Recommendations: Sɛnea Wobɛhwɛ sɛ Woyɛ Baako wɔ afe 2026 mu
By Marketing
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