Madadin Azure API Management (GenAI) 2026: Mafi kyawun Maye gurbin Azure GenAI Gateway (da Lokacin Canzawa)

An Sabunta Fabrairu 2026

Masu haɓaka da ƙungiyoyin dandamali suna son Gudanar da API na Azure (APIM) saboda yana bayar da ƙofar API da aka saba da ita tare da manufofi, hanyoyin lura, da kuma tasirin kamfanoni mai girma. Microsoft kuma ta gabatar da “Fasahar ƙofar AI” da aka tsara don AI mai ƙirƙira—ka yi tunanin manufofin da suka dace da LLM, ma'aunin alama, da samfura don Azure OpenAI da sauran masu samar da fassarar. Ga yawancin ƙungiyoyi, wannan tushe ne mai ƙarfi. Amma dangane da fifikonka—SLA na jinkiri, hanyar da yawa masu samarwa, masaukin kai, sarrafa farashi, zurfin lura, ko BYOI (Kawo Tsarin Ka Na Kanka)—za ka iya samun dacewa mafi kyau tare da wani ƙofar GenAI ko mai haɗa samfurin.

Wannan jagorar yana rarraba manyan Madadin Azure API Management (GenAI), ciki har da lokacin da za a ci gaba da amfani da APIM a cikin tsari da lokacin da za a tura zirga-zirgar GenAI zuwa wani wuri gaba ɗaya. Za mu kuma nuna maka yadda za ka kira samfurin cikin mintuna, tare da teburin kwatanta da FAQ mai tsawo (ciki har da tarin “Gudanar da API na Azure da X”wasanni).

Teburin abun ciki

• Abin da Azure API Management (GenAI) ke yi da kyau (da inda ba zai dace ba)
• Yadda za a zabi madadin Azure GenAI gateway
• Mafi kyawun madadin Azure API Management (GenAI) — zaɓuɓɓuka masu sauri
• Zurfin bincike: manyan madadin
  • ShareAI (zaɓinmu don sarrafa masu gini + tattalin arziki)
  • BudeRouter
  • Eden AI
  • Portkey
  • Kong AI Gateway
  • Orq.ai
  • Haɗa
  • LiteLLM
• Fara da sauri: kira samfurin a cikin mintuna
• Kwatanta a taƙaice
• FAQs (dogon-baki “vs” wasanni)

Abin da Azure API Management (GenAI) ke yi da kyau (da inda ba zai dace ba)

Abin da yake yi da kyau

Microsoft ta faɗaɗa APIM tare da Ƙarfin ƙofa na musamman na GenAI don haka za ku iya sarrafa zirga-zirgar LLM iri ɗaya da REST APIs yayin ƙara manufofi da ma'auni masu fahimtar LLM. A aikace, wannan yana nufin za ku iya:

• Shigo da Azure OpenAI ko wasu ƙayyadaddun OpenAPI cikin APIM kuma ku sarrafa su tare da manufofi, maɓallan, da kayan aikin rayuwar API na yau da kullun.
• Aiwatar da gama gari tsarin izini (maɓallin API, Gane Mai Gudanarwa, OAuth 2.0) a gaban Azure OpenAI ko ayyukan da suka dace da OpenAI.
• Bi gine-ginen tunani da tsarin wurin saukarwa don ƙofar GenAI da aka gina akan APIM.
• Ka kiyaye zirga-zirga a cikin iyakar Azure tare da tsarin mulki, sa ido, da kuma dandalin masu haɓaka da injiniyoyi suka riga suka sani.

Inda ba zai dace ba

Ko da tare da sabbin manufofin GenAI, ƙungiyoyi sau da yawa suna wuce APIM don ayyukan LLM masu nauyi a wurare kaɗan:

• Hanyar tura bayanai a tsakanin masu samar da samfura da yawa. Idan kana son juyawa ta farashi/jinkiri/inganci a tsakanin ɗaruruwan ko ɗaruruwan samfura na ɓangare na uku—ciki har da wuraren ƙarshen kan-prem/mai masaukin kansa—APIM kaɗai yawanci yana buƙatar tsarin manufofi mai yawa ko ƙarin ayyuka.
• Elasticity + ikon fashewa tare da BYOI na farko. Idan kana buƙatar zirga-zirga don fifita kayan aikin ka (tsarin zama bayanai, jinkiri mai tsari), to zuba zuwa hanyar sadarwa mafi faɗi akan buƙata, za ka so mai tsara da aka gina don wannan manufa.
• Tsananin lura don ƙarin bayanai/tokens bayan bayanan shiga na gama gari—misali, farashin kowane tambaya, amfani da token, ƙimar samun bayanai, aikin yankuna, da lambobin dalilin dawowa.
• Ƙaddamar da wakili mai fahimtar LLM a gida tare da wuraren ƙarshen da suka dace da OpenAI da kasafin kuɗi/iyakar ƙima mai kyau—ƙofar OSS da aka keɓe don LLMs yawanci ya fi sauƙi.
• Shirya aiki mai nau'i-nau'i (gani, OCR, magana, fassara) a ƙarƙashin ɗaya samfurin-asali fuska; APIM na iya gabatar da waɗannan ayyukan, amma wasu dandamali suna bayar da wannan faɗin kai tsaye.

Yadda za a zabi madadin Azure GenAI gateway

• Jimillar farashin mallaka (TCO). Dubi bayan farashin kowane token: caching, manufofin hanya, sarrafa ƙima/iyakar amfani, da—idan za ka iya kawo kayan aikin ka na kanka—nawa daga zirga-zirgar za ta iya zama a gida (rage fitarwa da jinkiri) vs. fashewa zuwa cibiyar sadarwa ta jama'a. Kyauta: za su iya GPUs ɗinka masu zaman banza samun kuɗi lokacin da ba ka amfani da su?
• Jinkiri & amintuwa. Shirya hanya mai fahimtar yanki, tafkunan dumi, da dawowa masu hankali (misali, sake gwadawa kawai akan 429 ko kurakurai na musamman). Nemi masu kaya su nuna p95/p99 a ƙarƙashin nauyi da yadda suke farawa daga sanyi a tsakanin masu samarwa.
• Bayyanawa & shugabanci. Alamomi, ma'aunin tambaya+token, dashboard na kuɗi, sarrafa PII, manufofin tambaya, rajistan duba, da fitarwa zuwa SIEM ɗinku. Tabbatar da kasafin kuɗi da iyakokin kudi na kowane maɓalli da kowane aiki.
• Mai masauki da kanka vs. sarrafa. Kuna buƙatar Docker/Kubernetes/Helm don tura sirri (mai rufewa ko VPC), ko sabis ɗin da aka sarrafa gaba ɗaya ya dace?
• Faɗi fiye da hira. Yi la'akari da samar da hotuna, OCR/fassarar takardu, magana, fassara, da ginshiƙan RAG (sake jera, zaɓin haɗawa, masu kimantawa).
• Tabbatar da makoma. Guji kullewa: tabbatar da cewa za ku iya sauya masu samarwa/model cikin sauri tare da SDKs masu dacewa da OpenAI da kasuwa/tsarin yanayi mai lafiya.

Mafi kyawun madadin Azure API Management (GenAI) — zaɓuɓɓuka masu sauri

ShareAI (zaɓinmu don sarrafa masu gini + tattalin arziki) — API ɗaya don 150+ samfura, BYOI (Kawo Kayan Aikin Ku), fifikon mai bayarwa per-key don haka zirga-zirgar ku ta fara kayan aikin ku da farko, sannan zubewar roba zuwa cibiyar sadarwa mai zaman kanta. 70% na kudaden shiga yana dawowa ga masu mallakar/mayar da GPU waɗanda ke ci gaba da sanya samfura akan layi. Lokacin da GPUs ɗinku suke ajiye, zaɓi don cibiyar sadarwa ta yi amfani da su kuma samun kuɗi (Canja tokens ko kuɗi na gaske). Bincika: Duba Samfura • Karanta Takardu • Gwada a Filin Gwaji • Ƙirƙiri Maɓallin API • Jagorar Mai Samarwa

BudeRouter — Babban damar samun samfurori da yawa daga wuri ɗaya tare da hanyar sadarwa da adana saƙo inda aka tallafa; an shirya kawai.

Eden AI — Rufe nau'ikan hanyoyi da yawa (LLM, hangen nesa, OCR, magana, fassara) ƙarƙashin API ɗaya; sauƙin biyan kuɗi-yadda-kuke-amfani.

Portkey — AI Gateway + Kulawa tare da dawowar shirye-shirye, iyakokin ƙima, ajiya, da daidaita nauyi daga saman saitin guda ɗaya.

Kong AI Gateway — Buɗe-tushen mulkin ƙofa (plugins don haɗin kai da yawa-LLM, samfuran tambaya, mulkin bayanai, ƙididdiga/audit); gudanar da kanku ko amfani da Konnect.

Orq.ai — Haɗin kai + LLMOps (gwaje-gwaje, masu kimantawa, RAG, tura, RBAC, zaɓuɓɓukan VPC/on-prem).

Haɗa — Mai tsara hanya mai amfani da bayanai wanda ke inganta farashi/sauri/inganci ta amfani da ƙididdigar aiki kai tsaye.

LiteLLM — Buɗe-tushen wakili/ƙofa: wuraren ƙarshen da suka dace da OpenAI, kasafin kuɗi/iyakar ƙima, rajista/ƙididdiga, sake gwadawa/hanyar dawowa; tura ta Docker/K8s/Helm.

Zurfin bincike: manyan madadin

ShareAI (zaɓinmu don sarrafa masu gini + tattalin arziki)

Menene shi. A cibiyar sadarwa ta AI mai fifita masu samarwa da API ɗaya. Tare da BYOI, ƙungiyoyi suna haɗa kayan aikin su (a wurin, girgije, ko gefen) kuma suna saita fifikon mai bayarwa per-key—yawan zirga-zirgar ku yana kaiwa na'urorin ku da farko don sirri, zama, da jinkiri mai tsayayye. Lokacin da kuke buƙatar ƙarin ƙarfin aiki, cibiyar sadarwa ta ShareAI mai rarrabawa yana sarrafa yawan aiki ta atomatik. Lokacin da injunan ku ba sa aiki, bari cibiyar sadarwa ta yi amfani da su kuma samun kuɗi—ko dai Musanya alamomi (don kashewa daga baya akan fahimtar ku) ko kuɗi na gaske. Kasuwar an tsara ta don 70% na kudaden shiga yana komawa ga masu GPU/masu samarwa waɗanda ke ci gaba da samfurori akan layi.

Manyan fasaloli

• BYOI + fifikon mai samarwa na kowane maɓalli. Sanya buƙatun zuwa kayan aikin ku ta tsohuwa; yana taimakawa wajen sirri, zama bayanai, da lokacin zuwa alamar farko.
• Yaduwar elastic. Fashewa zuwa cibiyar sadarwa mai zaman kanta ba tare da canje-canje na lambar ba; mai jurewa ƙarfin zirga-zirga.
• Samu daga ƙarfin aiki mara amfani. Samu kuɗi daga GPUs idan ba ka amfani da su; zaɓi Tokens na Exchange ko kuɗi.
• Kasuwa mai gaskiya. Kwatanta samfura/masu samarwa ta farashi, samuwa, jinkiri, da lokacin aiki.
• Fara ba tare da matsala ba. Gwada a cikin Filin wasa, ƙirƙiri maɓallan a cikin Kwamitin sarrafawa., duba Samfura, kuma karanta Takardu. Shirye don BYOI? Fara tare da Jagorar Mai Samarwa.

Mafi dacewa ga. Ƙungiyoyin da suke son iko + sassauci—ka riƙe zirga-zirgar da ke da mahimmanci ko jinkiri akan kayan aikinka, amma ka yi amfani da hanyar sadarwa idan buƙata ta karu. Masu gini da suke so bayyananniyar farashi (kuma har ma rage farashi ta hanyar samun kuɗi lokacin da ba a amfani).

Abubuwan lura. Don samun mafi kyau daga ShareAI, ka zaɓi fifikon mai samarwa akan abubuwan da suka fi muhimmanci kuma ka zaɓi samun kuɗi lokacin da ba a amfani. Farashinka zai ragu idan zirga-zirga ta yi ƙasa, kuma ƙarfin zai ƙaru ta atomatik idan zirga-zirga ta yi yawa.

Me yasa ShareAI maimakon APIM don GenAI? Idan babban aikin ka shine GenAI, za ka amfana daga hanyar da ta dace da samfurin, Ergonomics mai dacewa da OpenAI, kuma lura da kowane tambaya maimakon matakan ƙofa na gama gari. APIM har yanzu yana da kyau don kula da REST—amma ShareAI yana ba ka Shirye-shiryen GenAI-na farko tare da Zaɓin BYOI, wanda APIM ba ya inganta kai tsaye a yau. (Kuna iya ci gaba da amfani da APIM a gaba don sarrafa iyaka.)

Shawara ta musamman: Manyan ƙungiyoyi suna sanya ShareAI a bayan ƙofar da ke akwai don daidaita manufofi/rajistan ayyuka yayin barin ShareAI ya kula da hanyar samfurin, dabarun madadin, da ajiyar wucin gadi.

BudeRouter

Menene shi. Wani mai haɗawa da aka shirya wanda ke haɗa damar shiga samfurori da yawa a bayan wani keɓaɓɓen OpenAI-style. Yana goyan bayan hanyar samarwa/samfurin, madadin, da ajiyar tambaya inda aka tallafa.

Abubuwan da suka fice. Mai sarrafa kai da fifikon mai samarwa don farashi/yawan aiki; sauƙin ƙaura idan kuna riga kuna amfani da tsarin OpenAI SDK.

Mafi dacewa ga. Ƙungiyoyin da ke daraja kwarewar karshen-tasha da aka shirya kuma ba sa buƙatar gudanar da kansu.

Abubuwan lura. Ganewa ya fi sauƙi idan aka kwatanta da cikakken ƙofa, kuma babu hanyar gudanar da kai.

Eden AI

Menene shi. API guda ɗaya don ayyukan AI da yawa—ba kawai LLM na hira ba har ma da samar da hotuna, OCR/fassarar takardu, magana, da fassara—tare da biyan kuɗi bisa amfani.

Abubuwan da suka fice. Rufe nau'ikan aiki da yawa a ƙarƙashin SDK/tsarin aiki guda ɗaya; biyan kuɗi mai sauƙi da aka daidaita da amfani.

Mafi dacewa ga. Ƙungiyoyin da taswirar su ta wuce rubutu kuma suna son faɗi ba tare da haɗa masu samarwa ba.

Abubuwan lura. Idan kuna buƙatar manufofin ƙofa masu kyau sosai (misali, madadin da suka shafi lambar ko dabarun iyakance ƙimar rikitarwa), ƙofa ta musamman na iya zama mafi dacewa.

Portkey

Menene shi. Wani dandamalin ayyukan AI tare da API na Duniya da kuma AI Gateway mai daidaitawa. Yana bayar da hangen nesa (traces, farashi/jinkiri) da kuma dawowa mai shirye-shirye, load-balancing, caching, da dabarun iyakance-rate.

Abubuwan da suka fice. Littattafan wasa na iyakance-rate da maɓallan kama-da-wane; load balancers + dawowa mai zurfi + hanyoyin jagoranci masu sharaɗi; caching/queuing/retries tare da ƙarancin lambar.

Mafi dacewa ga. Kungiyoyin samfur da ke buƙatar hangen nesa mai zurfi da hanyoyin jagoranci masu dogaro da manufofi a sikeli.

Abubuwan lura. Kuna samun mafi girman daraja lokacin da kuka rungumi saman daidaitawar gateway da tsaruwar sa ido.

Kong AI Gateway

Menene shi. Wani faɗaɗa na buɗe-tushen Kong Gateway wanda ke ƙara plugins na AI don haɗin kai na multi-LLM, injiniyan tambaya/templates, kulawar bayanai, tsaron abun ciki, da ma'auni/audit—tare da kulawar tsakiya a cikin Kong.

Abubuwan da suka fice. Plugins na AI ba tare da lamba ba da templates na tambaya da aka sarrafa a tsakiya; manufofi & ma'auni a matakin gateway; yana haɗuwa da tsarin Kong mai faɗi (ciki har da Konnect).

Mafi dacewa ga. Kungiyoyin dandamali da ke son wurin shiga mai sarrafa kansa, mai kulawa don zirga-zirgar AI—musamman idan kun riga kuna gudanar da Kong.

Abubuwan lura. Wani bangare na kayan aiki—jira saitawa/kula da shi. Masu haɗa sarrafawa sun fi sauƙi idan ba ku buƙatar gudanar da kansa.

Orq.ai

Menene shi. Wani dandamalin haɗin gwiwar AI mai samarwa wanda ya haɗa gwaje-gwaje, masu tantancewa, RAG, tura, da RBAC, tare da API na samfur guda ɗaya da zaɓuɓɓukan kasuwanci (VPC/on-prem).

Abubuwan da suka fice. Gwaje-gwaje don gwada tambayoyi/samfura/tashoshi tare da bin diddigin jinkiri/farashi a kowanne gudu; masu tantancewa (ciki har da ma'aunin RAG) don duba inganci da bin doka.

Mafi dacewa ga. Kungiyoyin da ke aiki tare wajen gina samfuran AI inda haɗin gwiwa da tsauraran LLMOps ke da mahimmanci.

Abubuwan lura. Babban fadin saman → ƙarin daidaitawa vs. mai sauƙi “mai jagoranci guda ɗaya”.

Haɗa

Menene shi. API guda ɗaya tare da mai jagoranci mai canzawa wanda ke inganta inganci, sauri, ko farashi ta amfani da ma'auni na kai tsaye da zaɓuɓɓukan daidaitawa.

Abubuwan da suka fice. Hanyoyin jagoranci masu dogaro da bayanai da dawowa waɗanda ke daidaitawa da aikin mai bayarwa; mai binciken ma'auni tare da sakamako na ƙarshe ta yankin/ayyuka.

Mafi dacewa ga. Kungiyoyin da ke son daidaitawar aiki ba tare da hannu ba wanda ke tallafawa ta hanyar telemetry.

Abubuwan lura. Hanyar jagorancin Benchmark tana dogara da ingancin bayanai; tabbatar da sahihanci da tambayoyinku na kanku.

LiteLLM

Menene shi. Wani proxy/gateway mai buɗe-tushen tare da OpenAI-compatible endpoints, kasafin kuɗi/iyaka na farashi, bin diddigin kashe kuɗi, rajista/ma'auni, da hanyar retry/fallback—mai yiwuwa a girka ta Docker/K8s/Helm.

Abubuwan da suka fice. Yi masaukin kai da sauri tare da hotunan hukuma; haɗa masu samarwa 100+ a ƙarƙashin API ɗaya.

Mafi dacewa ga. Ƙungiyoyin da ke buƙatar cikakken iko da OpenAI-compatible ergonomics—ba tare da wani matakin mallaka ba.

Abubuwan lura. Za ku mallaki ayyuka (kula da aiki, sabuntawa, juyawar maɓalli), duk da haka UI/docs na admin suna taimakawa.

Fara da sauri: kira samfurin a cikin mintuna

Ƙirƙiri/juya maɓalli a cikin Console → Maɓallan API: Ƙirƙiri Maɓallin API. Sannan gudanar da buƙata:

# cURL"

// JavaScript (fetch);

Shawara: Gwada samfura kai tsaye a cikin Filin wasa ko karanta Bayanin API.

Kwatanta a taƙaice

Dandalin	Mai masauki / Mai zaman kansa	Hanyar & Sauyawa	Iya lura	Faɗi (LLM + bayan)	Gudanarwa/Tsari	Lura
Azure API Management (GenAI)	Mai masaukin (Azure); zaɓin gateway mai masaukin kai	Sarrafawa bisa manufofi; manufofin LLM-aware suna bayyana	Rajista & ma'auni na Azure-native; fahimtar manufofi	Gabatar da kowanne backend; GenAI ta hanyar Azure OpenAI/AI Foundry da masu samar da OpenAI-compatible	Gudanarwa na Azure na matakin kamfani	Mafi kyau don gudanarwa na Azure na tsakiya; ƙasa da hanyar sadarwa ta asali ta samfurin.
RabaAI	Mai masauki + BYOI	Kowane-maɓalli fifikon mai bayarwa (infra ɗinku na farko); zubewar roba zuwa hanyar sadarwa mai rarrabuwa	Rajistar amfani; bayanan kasuwa (lokacin aiki/jinkiri kowane mai bayarwa); asalin samfurin	Babban kundin adireshi (150+ samfura)	Kasuwa + BYOI iko	70% kudaden shiga ga masu GPU/mabukata; samun kuɗi ta hanyar Musanya alamomi ko kuɗi.
BudeRouter	Mai masauki	Mai sarrafa hanya ta atomatik; hanyar mai bayarwa/samfurin; madadin; adana saƙo	Bayanin buƙata na asali	Mayar da hankali kan LLM	Dokokin matakin mai bada sabis	Babban damar shiga ta hanya ɗaya; ba mai masaukin kansa ba.
Eden AI	Mai masauki	Canza masu bayarwa a cikin API guda ɗaya	Amfani/kudaden bayyani	LLM, OCR, hangen nesa, magana, fassara	Lissafin tsakiya/kulawar maɓalli	Multi-modal + biyan-kamar yadda kake amfani.
Portkey	Mai masauki & Gateway	Manufofin da aka tsara don dawowa/load-balancing; caching; littattafan wasa na iyakar kudi	Sawu/ma'auni	LLM-na farko	Saitunan matakin Gateway	Babban iko + ayyukan salon SRE.
Kong AI Gateway	Gudanar da kai/OSS (+ Konnect)	Hanyar sama ta hanyar plugins; cache	Ma'auni/audit ta hanyar tsarin Kong	LLM-na farko	Plugins AI mara lamba; mulkin samfuri	Mafi dacewa ga ƙungiyoyin dandamali & bin doka.
Orq.ai	Mai masauki	Sake-sake/komawa baya; sigar aiki	Bibiya/allon kulawa; masu tantance RAG	LLM + RAG + masu tantancewa	Daidaitacce da SOC; RBAC; VPC/a kan wuri	Haɗin kai + kayan aikin LLMOps.
Haɗa	Mai masauki	Shiryarwa mai canzawa ta farashi/sauri/inganci	Rayar da bayanai kai tsaye & gwaje-gwaje	Mayar da hankali kan LLM	Zaɓuɓɓukan na'ura mai ba da hanya tsakanin hanyoyin sadarwa	Daidaita aiki a ainihin lokaci.
LiteLLM	Gudanarwa da kanka/OSS	Shiryarwa sake-sake/komawa baya; kasafin kuɗi/iyaka	Rubuce-rubuce/ma'auni; UI na gudanarwa	Mayar da hankali kan LLM	Cikakken iko akan kayan aiki	Wuraren ƙarshen da suka dace da OpenAI.

FAQs (dogon-baki “vs” wasanni)

Wannan sashe yana nufin tambayoyin da injiniyoyi ke rubutawa a cikin bincike: “madadin,” “vs,” “mafi kyawun gateway don genai,” “azure apim vs shareai,” da ƙari. Hakanan yana haɗa wasu kwatancen masu fafatawa don masu karatu su iya tantancewa cikin sauri.

Menene mafi kyawun madadin Azure API Management (GenAI)?

Idan kana son GenAI-na farko tsari, fara da RabaAI don Zaɓin BYOI, zubewa mai sassauci, da tattalin arziki (samun kuɗi lokacin rashin aiki). Idan ka fi son sararin sarrafa gateway, yi la'akari da Portkey (AI Gateway + lura) ko Kong AI Gateway (OSS + plugins + mulki). Don APIs masu nau'i-nau'i tare da sauƙin biyan kuɗi, Eden AI yana da ƙarfi. LiteLLM shine proxy mai sauƙi, mai zaman kansa wanda ya dace da OpenAI. (Hakanan zaka iya riƙe APIM don mulkin iyaka kuma sanya waɗannan a bayansa.)

Azure API Management (GenAI) vs ShareAI — wanne ya kamata in zaɓa?

Zaɓi APIM idan babban fifikonka shine Azure-native governance, da daidaiton manufofi tare da sauran APIs ɗinka, kuma mafi yawanci kana kira Azure OpenAI ko Azure AI Model Inference. Zaɓi ShareAI idan kana buƙatar model-native routing, per-prompt observability, BYOI-first traffic, da elastic spillover a tsakanin masu samarwa da yawa. Kungiyoyi da yawa suna amfani da duka: APIM a matsayin enterprise edge + ShareAI don GenAI routing/orchestration.

Azure API Management (GenAI) vs OpenRouter

BudeRouter yana bayar da damar da aka shirya zuwa ga samfura da yawa tare da auto-routing da prompt caching inda aka tallafa—mai kyau don gwaji cikin sauri. APIM (GenAI) shine ƙofa da aka inganta don manufofin kamfanoni da daidaiton Azure; zai iya gabatar da Azure OpenAI da OpenAI-compatible backends amma ba a tsara shi a matsayin mai sadaukar da kai model router ba. Idan kana mai da hankali kan Azure kuma kana buƙatar sarrafa manufofi + haɗin kai na asali, APIM shine mafi aminci. Idan kana son sauƙin da aka shirya tare da zaɓin samfura mai yawa, OpenRouter yana da kyau. Idan kana son fifikon BYOI da elastic burst tare da sarrafa farashi, RabaAI yana da ƙarfi har yanzu.

Azure API Management (GenAI) vs Portkey

Portkey yana haskakawa a matsayin AI Gateway tare da traces, guardrails, rate-limit playbooks, caching, da fallbacks—mai dacewa sosai lokacin da kake buƙatar dogaro da manufofi a matakin AI. APIM yana bayar da cikakkun fasalolin API gateway tare da manufofin GenAI, amma saman Portkey ya fi dacewa da model-workflow native. Idan ka riga ka daidaita akan Azure governance, APIM ya fi sauƙi. Idan kana son SRE-style control musamman don AI traffic, Portkey yana da sauri don daidaitawa.

Azure API Management (GenAI) vs Kong AI Gateway

Kong AI Gateway yana ƙara AI plugins (prompt templates, data governance, content safety) zuwa ga high-performance OSS gateway—mai kyau idan kana son self-host + plugin flexibility. APIM sabis ne da aka sarrafa na Azure tare da manyan fasalolin kamfanoni da sabbin manufofin GenAI; ba shi da sassauci idan kana son gina ƙofar OSS da aka keɓance sosai. Idan ka riga ka kasance a shagon Kong, tsarin plugin da sabis na Konnect suna sa Kong ya zama abin sha'awa; in ba haka ba APIM yana haɗuwa da kyau tare da yankunan saukar Azure.

Azure API Management (GenAI) vs Eden AI

Eden AI yana bayar da APIs masu nau'i-nau'i (LLM, hangen nesa, OCR, magana, fassara) tare da farashin biyan-kamar yadda-ka-tafi. APIM zai iya gabatar da irin waɗannan sabis ɗin amma yana buƙatar ka haɗa masu samarwa da yawa da kanka; Eden AI yana sauƙaƙa ta hanyar ɗaukar masu samarwa a bayan SDK ɗaya. Idan burinka shine faɗi tare da ƙaramin haɗi, Eden AI ya fi sauƙi; idan kana buƙatar kulawar kamfanoni a cikin Azure, APIM ya fi.

Azure API Management (GenAI) vs Unify

Haɗa yana mai da hankali kan hanyar daidaitawa ta farashi/sauri/inganci ta amfani da ma'auni na kai tsaye. APIM zai iya kusantar hanyar ta manufofi amma ba mai tsara hanyar da aka yi da bayanai ba ne ta tsohuwa. Idan kana son daidaitawar aiki ba tare da hannu ba, Unify ya kware; idan kana son sarrafa Azure na asali da daidaito, APIM ya dace.

Azure API Management (GenAI) vs LiteLLM

LiteLLM wakili ne na OSS OpenAI mai jituwa tare da kasafin kuɗi/iyaka, rajista/ma'auni, da dabarun maimaitawa/fallback. APIM yana bayar da manufofin kamfanoni da haɗin Azure; LiteLLM yana ba ka ƙofar LLM mai sauƙi, mai zaman kansa (Docker/K8s/Helm). Idan kana son mallakar tsarin kuma ka kiyaye shi ƙarami, LiteLLM ya dace; idan kana buƙatar Azure SSO, sadarwa, da manufofi daga akwatin, APIM ya fi sauƙi.

Zan iya riƙe APIM kuma har yanzu in yi amfani da wata ƙofar GenAI?

Ee. Tsarin gama gari shine APIM a kan iyaka (gane, iyaka, kulawar ƙungiya) yana tura hanyoyin GenAI zuwa RabaAI (ko Portkey/Kong) don hanyar da ta dace da samfurin. Haɗa gine-ginen yana da sauƙi tare da hanyar-ta-URL ko rarraba samfur. Wannan yana ba ka damar daidaita manufofi a gefen yayin ɗaukar tsarin GenAI-na farko a bayan sa.

Shin APIM yana tallafawa OpenAI-compatible backends kai tsaye?

Abubuwan GenAI na Microsoft an tsara su don aiki tare da Azure OpenAI, Azure AI Model Inference, da kuma OpenAI-compatible models ta hanyar masu samarwa na uku. Kuna iya shigo da bayanai da amfani da manufofi kamar yadda aka saba; don routing mai rikitarwa, haɗa APIM da router mai dacewa da samfurin kamar ShareAI.

Menene hanya mafi sauri don gwada madadin APIM don GenAI?

Idan burinka shine isar da fasalin GenAI cikin sauri, yi amfani da RabaAI:

• Ƙirƙiri maɓalli a cikin Kwamitin sarrafawa..
• Gudanar da cURL ko JS snippet da ke sama.
• Juya fifikon mai bayarwa don BYOI kuma gwada burst ta hanyar rage gudun tsarin ku.

Za ku sami routing mai dacewa da samfur da kuma telemetry ba tare da sake tsara Azure edge ɗinku ba.

Ta yaya BYOI ke aiki a cikin ShareAI—kuma me yasa yake bambanta da APIM?

APIM shine ƙofa; yana iya kaiwa zuwa backends da kuka ayyana, ciki har da tsarin ku. RabaAI yana ɗaukar tsarin ku a matsayin mai samarwa na farko tare da fifiko na maɓalli, don haka buƙatun suna zuwa ga na'urorinku da farko kafin su wuce waje. Wannan bambancin yana da mahimmanci don jinkiri (wuri) da kudaden fita, kuma yana ba da damar kudaden shiga lokacin da ba a amfani (idan ka zaɓi)—wanda samfuran ƙofa ba sa bayarwa a al'ada.

Zan iya samun kuɗi ta hanyar raba ƙarfin da ba a amfani da shi tare da ShareAI?

Eh. Kunna yanayin mai bayarwa kuma zaɓi shiga cikin lada. Zaɓi Musanya alamomi (don kashewa daga baya akan fahimtar ku) ko kuɗi biyan kuɗi. Kasuwar an tsara ta don haka 70% na kudaden shiga ya koma ga masu mallakar/mabukaci GPU waɗanda ke ci gaba da sanya samfura akan layi.

Wanne madadin ya fi dacewa don ayyukan da aka tsara?

Idan dole ne ka kasance a cikin Azure kuma ka dogara da Managed Identity, Private Link, VNet, da Azure Policy, APIM shine mafi dacewa da ka'ida. Idan kana buƙatar masaukin kai tare da cikakken iko, Kong AI Gateway ko LiteLLM dace. Idan kana son mulkin samfurin asali tare da BYOI da gaskiya na kasuwa, RabaAI shine mafi ƙarfi zaɓi.

Shin zan rasa caching ko madadin idan na bar APIM?

A'a. RabaAI kuma Portkey bayar da madadin/maimaitawa da dabarun caching da suka dace da ayyukan LLM. Kong yana da plugins don tsara buƙata/amsa da caching. APIM yana da amfani a kan iyaka don ƙididdiga da asali yayin da kake samun iko mai da hankali kan samfurin a ƙasa.

Mafi kyawun ƙofa don Azure OpenAI: APIM, ShareAI, ko Portkey?

APIM yana bayar da haɗin Azure mafi ƙarfi da mulkin kamfani. RabaAI yana ba ka hanyar BYOI-farko, damar shiga kundin samfurin mai wadata, da elastic spillover—mai kyau idan aikin ka ya haɗa Azure da samfurori marasa Azure. Portkey ya dace idan kana son iko mai zurfi, wanda aka tsara ta manufofi da bin sawu a matakin AI kuma kana jin daɗin sarrafa saman ƙofar AI mai sadaukarwa.

OpenRouter da ShareAI

BudeRouter shine mai masaukin ƙarshen samfurori masu yawa tare da hanyar da ta dace da caching na tambaya. RabaAI yana ƙara zirga-zirgar BYOI-farko, elastic spillover zuwa cibiyar sadarwa mai rarrabawa, da samfurin samun kuɗi don GPUs marasa aiki—ya fi kyau ga ƙungiyoyi masu daidaita farashi, wurin, da ayyukan da ba su da tsari. Yawancin masu haɓakawa suna gwada akan OpenRouter kuma suna motsa zirga-zirgar samarwa zuwa ShareAI don mulki da tattalin arziki.

Portkey da ShareAI

Portkey shine ƙofar AI mai daidaitawa tare da kyakkyawan lura da tsaro; yana da kyau idan kana son cikakken iko akan iyakokin ƙima, madadin, da bin sawu. RabaAI wani API guda ɗaya da kasuwa wanda ke mai da hankali fifikon BYOI, faɗin kundin samfuri, kuma tattalin arziki (ciki har da samun kuɗi). Kungiyoyi wani lokaci suna gudanar da Portkey a gaban ShareAI, suna amfani da Portkey don manufofi da ShareAI don hanyar samfurin da ƙarfin kasuwa.

Kong AI Gateway da LiteLLM

Kong AI Gateway ƙofa mai cikakken OSS tare da plugins na AI da kuma matakin sarrafawa na kasuwanci (Konnect) don gudanarwa a sikeli; yana da kyau ga ƙungiyoyin dandamali masu daidaitawa akan Kong. LiteLLM ƙaramar wakili na OSS tare da OpenAI-compatible endpoints wanda za ka iya gudanar da shi da sauri. Zaɓi Kong don daidaiton ƙofar kasuwanci da zaɓuɓɓukan plugin masu yawa; zaɓi LiteLLM don gudanarwa mai sauri, mai sauƙi tare da kasafin kuɗi/iyaka na asali.

Azure API Management da madadin API gateway (Tyk, Gravitee, Kong)

Don APIs na REST na gargajiya, APIM, Tyk, Gravitee, da Kong duk ƙofofi ne masu ƙarfi. Don ayyukan GenAI, abin da ke yanke shawara shine yadda kuke buƙatar fasalolin samfurin-asali (sanin token, manufofin tambaya, lura da LLM) da manufofin ƙofa na gama-gari. Idan kuna Azure-na farko, APIM zaɓi ne mai aminci. Idan shirin GenAI ɗinku ya haɗa da masu samarwa da wuraren tura abubuwa da yawa, haɗa ƙofar da kuka fi so tare da mai tsara GenAI-na farko kamar RabaAI.

Ta yaya zan yi hijira daga APIM zuwa ShareAI ba tare da tsayawa ba?

Gabatarwa RabaAI a bayan hanyoyin APIM ɗinku na yanzu. Fara da ƙaramin samfur ko hanyar da aka rarraba (misali, /v2/genai/*) wanda ke turawa zuwa ShareAI. Yi amfani da zirga-zirgar inuwa don samun bayanan telemetry na karantawa kawai, sannan a hankali ƙara hanyar da aka danganta da kashi. Juya fifikon mai bayarwa don fifita kayan aikin BYOI ɗinku, kuma kunna madadin kuma ajiya manufofi a cikin ShareAI. A ƙarshe, dakatar da tsohuwar hanya da zarar SLAs sun daidaita.

Shin Azure API Management yana tallafawa adana tambayoyi kamar wasu masu haɗawa?

APIM yana mai da hankali kan manufofin ƙofa kuma yana iya adana amsoshi tare da hanyoyin sa na gaba ɗaya, amma halayen adana “mai fahimtar tambaya” yana bambanta da bayanan bayan gida. Masu haɗawa kamar BudeRouter da dandamali na asali na samfur kamar RabaAI suna bayyana adana/fallback semantiki da suka dace da ayyukan LLM. Idan adadin samun adana yana shafar farashi, tabbatar da tambayoyi masu wakilci da nau'i-nau'i na samfur.

Madadin mai masaukin kansa ga Azure API Management (GenAI)?

LiteLLM kuma Kong AI Gateway sune mafi yawan wuraren farawa masu masaukin kansu. LiteLLM shine mafi sauri don kafa tare da OpenAI-compatible endpoints. Kong yana ba ku ƙofar OSS mai girma tare da plugins na AI da zaɓuɓɓukan gudanarwar kasuwanci ta Konnect. Kungiyoyi da yawa har yanzu suna riƙe APIM ko Kong a gefen kuma suna amfani da RabaAI don hanyar samfur da ƙarfin kasuwa a bayan gefen.

Ta yaya farashi ke kwatanta: APIM vs ShareAI vs Portkey vs OpenRouter?

Farashi ya dogara da samfuran ku, yankuna, nau'in buƙatu, da yiwuwar ajiya. APIM yana cajin ta hanyar raka'a na ƙofa da amfani; baya canza farashin alamar mai bayarwa. OpenRouter yana rage kashewa ta hanyar hanyar mai bayarwa/samfuri da kuma wasu ajiya na tambaya. Portkey yana taimakawa ta hanyar sarrafa manufofi sake gwadawa, madadin, da iyakokin ƙima. RabaAI na iya rage jimlar farashi ta hanyar kiyaye yawan zirga-zirga akan kayan aikin ku (BYOI), yana fashewa ne kawai idan an buƙata—kuma ta hanyar ba ku damar samun kuɗi daga GPUs marasa aiki don rage kashewa.

Madadin Azure API Management (GenAI) don multi-cloud ko hybrid

Amfani RabaAI don daidaita samun dama a fadin Azure, AWS, GCP, da wuraren da aka shirya da kansu yayin fifita kayan aikin ku mafi kusa/na mallaka. Ga kungiyoyin da ke daidaita kan ƙofa, gudanar da APIM, Kong, ko Portkey a gefen kuma aika zirga-zirgar GenAI zuwa ShareAI don hanyar sadarwa da sarrafa ƙarfin aiki. Wannan yana kiyaye gudanarwa a tsakiya amma yana ba da 'yanci ga ƙungiyoyi don zaɓar samfuran da suka dace da yankin/ayyuka.

Azure API Management da Orq.ai

Orq.ai yana mai da hankali kan gwaji, masu kimantawa, ma'aunin RAG, da fasalolin haɗin gwiwa. APIM yana mai da hankali kan gudanar da ƙofa. Idan ƙungiyar ku tana buƙatar dandalin aiki na gama-gari don kimanta tambayoyi da hanyoyin aiki, Orq.ai ya fi dacewa. Idan kuna buƙatar tilasta manufofin kamfani da ƙayyadaddun adadi, APIM yana ci gaba da zama iyaka—kuma har yanzu za ku iya tura RabaAI a matsayin GenAI router a bayansa.

Shin ShareAI yana kulle ni?

A'a. BYOI yana nufin kayan aikin ku na ci gaba da kasancewa naku. Kuna sarrafa inda zirga-zirgar ke sauka da lokacin da za ku yi amfani da hanyar sadarwa. Fuskar ShareAI mai jituwa da OpenAI da babban kundin sa suna rage cikas na canzawa, kuma za ku iya sanya ƙofar ku ta yanzu (APIM/Portkey/Kong) a gaba don kiyaye manufofin kamfani.

Mataki na gaba: Gwada buƙata kai tsaye a cikin Filin wasa, ko tsallake kai tsaye zuwa ƙirƙirar maɓalli a cikin Kwamitin sarrafawa.. Duba cikakken Samfura kundin ko bincika Takardu don ganin duk zaɓuɓɓuka.