Madadin Helicone don AI apps: binnewa, hanyar sadarwa da kuma riba daga inference

Zaɓi zaɓuɓɓukan Helicone bayan gano ko kuna buƙatar hanyar samfur, bin sawu na aikace-aikace, bayyanar farashi ko wata tafiyar biyan kuɗi ta fahimta daban. Kwatanta Portkey, LiteLLM, Langfuse da OpenRouter don buƙatun aiki da aka zaɓa. Kimanta ShareAI lokacin da aikace-aikacen da ke akwai ke son fahimtar da aka cancanta ta hanyar tsarin Builder da aka amince da shi, tare da ƙarin farashi na aikace-aikace da samun kuɗi da aka danganta.

An sake dubawa 23 ga Oktoba 2026. ShareAI ya wallafa wannan kwatancen kuma yana gudanar da shirin guda da aka tattauna. Abubuwan fasali sun dogara ne akan shaidar hukuma ta yanzu da hotunan asalin tushe na gaske. Lambar da aka aiwatar ita ce kundin lissafi na wucin gadi a layi. Ba a gudanar da wani canjin sawu na samarwa, ma’aunin hanyar sadarwa, cancantar sabon asusu, yin ajiyar tafiya ko biyan kuɗin abokin ciniki ba.

Matsayin yanzu yana buƙatar karantawa da hankali. Shafin gida na hukuma na Helicone da shafin farashi suna nuna sanarwa cewa ba ya cikin Mintlify, tare da ƙarin bayani da za a bayar nan gaba. Tsoffin labaran zaɓuɓɓuka sau da yawa suna farawa daga sanarwar farko. Wannan tushen tarihi ba ya kafa taswirar hanya ta yanzu, tabbacin sabis ko samuwar rajista. Tabbatar da waɗannan tare da sabis ɗin gaske da kwangila kafin amfani da su don tabbatar da canji.

Abin da Helicone ke rubuta a halin yanzu.

Farawa mai sauri na yanzu yana bayyana hanyar da ta dace da OpenAI, samun dama ga mai samarwa, yin rajista da madadin, tare da ƙididdigar da aka sarrafa ko maɓallan mai samarwa. Dalilan ci gaba da amfani da shi: kimanta aiwatarwar da ke akwai lokacin da waɗannan damar suka riga sun dace da buƙatun samar da aikace-aikacen. Sauyawa ya kamata ya magance gibin da aka lura kuma ya kiyaye shaidar aiki mai amfani maimakon dogaro da taken mallaka da ya tsufa.

Shafin farashi yana bambanta damar buƙatu, ajiya, riƙewa, ƙungiyoyi da shirye-shiryen kasuwanci. Alamar shiri kawai ba ta isa don kimanta nauyin aiki ba. Kwatanta sharuɗɗan da aka zaɓa na ainihi da shaidar da aka riƙe, kuma ka raba cajin lura daga farashin mai samar da samfurin. Dashboard da ke nuna kimanin farashi ba da kanta ba ta tabbatar da asusun da aka caje ko kuɗin abokin ciniki da aka karɓa ba.

Jagorar Sessions tana bayyana rarraba samfurin, kayan aiki da sauran buƙatun da aka rubuta ƙarƙashin asalin zaman da kuma hanyar tsari. Kwatanta wannan iyaka da ke akwai kafin ka ɗauka cewa Helicone kawai yana samar da layukan buƙatu marasa alaƙa. Zama na iya taimakawa wajen sake gina aikin aikace-aikacen, yayin da har yanzu app ɗin ke buƙatar amintaccen dangantakar abokin ciniki da ma’anar kasuwanci na isarwa mai amfani.

Mataimaki mai tsara tafiye-tafiye yana buƙatar cikakken rikodin jadawalin tafiya.

Yi la’akari da wani misalin app ɗin AI na tafiye-tafiye wanda tuni yake karɓar masu amfani da kansa da wurin aiki. Abokin ciniki yana buƙatar jadawalin tafiya. Mataimakin yana dawo da bayanan wurin da ake nufi, yana kira kayan aiki kuma yana samar da bayani na ƙarshe. Wani mai samarwa ya kasa, ƙoƙari na biyu ya samar da amsa, kuma daga baya abokin ciniki ya nemi gyara. Samfur yana son kwatanta iyakar da aka yarda ta app akan fahimtar da ta dace ba tare da rasa rikodin cikakken aikin ba.

Buƙatar tafiya guda ɗaya na iya haɗawa da kiran samfurori da yawa da ayyukan kayan aiki. Lissafin buƙatun da suka yi nasara ba ya tabbatar da cewa an kammala jadawalin tafiya ɗaya ba, kuma amsa ta ƙarshe ba ta tabbatar da cewa an yi wani tanadi ba. Ka riƙe aikin asali, ƙoƙarin da suka danganta da sakamakon da aka isar mai amfani. Sharuɗɗan da app ɗin ya karɓa na abokin ciniki ya kamata su bayyana cajin ba tare da dogaro da yadda dandalin lura ke rarraba abubuwan lura ba.

Matsalar mai wahala tana haɗa asali da kuɗi. Abokan ciniki biyu suna tambayar tambayoyi makamancin juna, kuma haɗin kai ya sake amfani da asalin zaman ba da gangan ba. Mabudin mai samarwa kuma ya ƙare, yana ba da damar wata hanyar kuɗi don isar da amsa. Dashboard na iya zama mai yiwuwa yayin haɗa abokan ciniki da kuma ba da bayanin farashi ba daidai ba. Kwatanta asalin zaman na musamman, taswirar abokin ciniki mai aminci da mai biyan kuɗi na ainihi kafin ka ɗauka cewa alamar kore ta zama tabbacin kasuwanci.

Kwatanta madadin ta hanyar saman aiki da suke maye gurbinsu.

Manhajar tafiye-tafiye na iya kiyaye aiwatar da bin diddigi mai inganci yayin da take kimanta wata hanyar fahimta da aka amince da ita. Wannan yana buƙatar haɗin kai na gaske da kuma bayani mai kyau ga abokin ciniki. Babu wani zama da aka raba ta atomatik, walat, mahaɗin asali ko lissafin da aka daidaita tsakanin waɗannan samfuran da aka nuna. Ka bai wa kowace aiki ta asali, yunƙuri, caji da gyara mai shi da aka sani.

Bi jadawalin daga buƙata zuwa sakamakon kuɗi.

Ka kiyaye shaidar dalili ba tare da haɗa kowane yanayi cikin nasara ba. Kayan aiki na iya dawo da sakamakon bincike ba tare da kammala ajiyar wuri ba. Samfurin na iya fitar da alamomi kafin rafin ya gaza. Kudin da aka ƙididdige na iya zo kafin takardar kuɗi ko biyan kuɗi na gaske. Taimako, samfur da kuɗi ya kamata su iya bayyana wannan jadawalin, gami da aikin asali da duk gyaran da aka amince da shi.

Portkey: kwatanta sarrafa ƙofofi da lura

The current Portkey documentation describes gateway, observability, guardrail and administration capabilities, with separate deployment references. Fa’idodi: kwatanta iyakar da aka zaɓa lokacin da manhajar tafiye-tafiye ke son tantance sarrafa ayyuka da neman shaidu tare. Fara da manufofi na ainihi da sarrafa gazawa maimakon zaɓar ta hanyar taken adadin samfura mai faɗi.

Rashin daidaito: tantance bugu, masauki, bayanan da aka adana, kayan aiki da ainihin tsarin kasuwanci. Bibiya da iko akan kashewa suna yin aiki daban da tattara biyan kuɗin abokin ciniki. Bayanin tunani na kai-tsaye baya tabbatar da cewa kowace dashboard da aka sarrafa ko damar kasuwanci ta zo tare da tura da aka zaɓa. Kwatanta ainihin aiwatarwa da alhakin tallafi.

Don don tafiya, yi atisaye kan yunƙurin mai ba da sabis da ya gaza da amsar ƙarshe, sannan bincika dangantaka tsakanin buƙatun samfur da aikin kayan aiki. Ka kiyaye amincewar abokin ciniki da kuskuren da aka nuna ga app ɗin. Sakamakon da ya dace shine aikin da aka sake gina tare da sanannun kuɗi da isarwa, maimakon kawai ƙarin layukan buƙatun da suka yi nasara a sabon dashboard.

LiteLLM: kwatanta taswirar farashi da ribar cikin gida

Jagorar LiteLLM custom-pricing tana bayyana sauye-sauyen farashi, rangwamen masu samarwa da ribar masu samarwa don lissafin cikin gida. Amfani: kwatanta waɗannan sarrafawa da aka rubuta lokacin da app ɗin ke buƙatar tantance taswirar farashin samfurin sa da rarrabawa. Ribar farashi mai daidaitawa ba fasalin keɓantaccen ShareAI bane kawai, kuma ya kamata a gane rarraba cajin cikin gida a matsayin buƙata ta gaske.

Rashin daidaito: tantance ayyukan tura, binciken farashin samfurin, halayen kasafin kuɗi da tsarin tattara kuɗi da ke kewaye. Bayanin yanzu yana nuna cewa farashin shigarwa da fitarwa na sifili suna kaucewa binciken kasafin kuɗi. Don haka, sifili da aka nuna don hanya keɓantacce yana buƙatar bincike. Ba ya tabbatar da aiwatar da mai samarwa kyauta, haƙƙin da aka saya mara iyaka ko cajin abokin ciniki daidai.

Don app ɗin tafiye-tafiye, bincika buƙatar da aka sani, sauya mai samarwa da gyara bayyananne. Adana farashin mai samarwa na asali, rarraba cikin gida da farashin mai amfani da aka karɓa a matsayin ƙimar daban-daban. Gudanar da ƙofar kuma yana buƙatar sabuntawa da shirin dawo da martaba. Jimillar token da ta dace ba ta sake gina duk aikin kayan aiki ba ko maye gurbin ma’anar app ɗin na jadawalin amfani.

Langfuse: kwatanta bin diddigin aikace-aikace da kimantawa

Jagorar Langfuse observability tana bayyana bin diddigin aikace-aikace da ke rufe kira na samfurori, dawo da bayanai, kayan aiki da dabarun keɓantacce, tare da amfani, lokaci da hanyoyin aiki masu alaƙa da kimantawa. Amfani: kwatanta wannan iyakar da aka rubuta lokacin da app ɗin tafiye-tafiye ke buƙatar fahimtar dalilin da yasa jadawalin ya gaza ko ya canza, maimakon kawai wane mai samarwa ya dawo da amsar samfurin.

Rashin daidaito: tantance kayan aiki na gaske, manufofin bayanai, shaidar da aka adana, tura da aka zaɓa da farashin dandamali. Bayanin yana bayyana aikin bin diddigi da kimantawa; ba ya tabbatar da sabis na maye gurbin hanyar samfurin ko biyan kuɗi da kansa. Rahoton asynchronus har yanzu yana buƙatar haɗin kai wanda ke aika abubuwan lura da ake buƙata don sake gina jadawalin da gazawarsa cikin aminci.

Don don gyara jadawalin tafiya, ajiye bayanan da aka samo asali, fitarwar samfurin, da sakamakon isarwa mai amfani na abokin ciniki. Link gyaran ba tare da share tarihin ba. Makasudin inganci na iya taimakawa wajen tantance amsa, amma ba shi ne tabbacin yin rajista, farashin da abokin ciniki ya amince da shi, ko rasit ɗin kuɗi ba. Waɗannan bayanan suna cikin tsarin aiki da kasuwanci na asali.

OpenRouter: kwatanta damar shiga samfurin da kuma ƙididdigar da mai amfani ya biya.

OpenRouter quickstart yana bayyana damar shiga samfurin da aka sarrafa, kuma OAuth guide ɗinsa yana ba masu amfani damar ba da izini ga wata manhaja tare da maɓallin da mai amfani ke sarrafawa kuma su biya daga cikin OpenRouter credits ɗinsu. Fa’idodi: kwatanta wannan tafiyar da aka tallafa lokacin da manhajar tafiye-tafiye ke son masu amfani su biya don ƙididdigar kansu maimakon caji ga kowane buƙatar samfurin ga mai manhaja.

Fa’idodi: tantance sarrafa maɓalli, masu samar da aka yarda, tallafin kuɗi, da sharuɗɗan kasuwanci na yanzu. app-attribution guide yana bayyana alaƙa da amfani da kuma matsayi. Wannan alaƙar da aka rubuta kawai ba ta kafa ƙarin caji na manhaja da aka amince da shi ko karɓar biyan kuɗi ba. Kwatanta cikakken tsari; ƙididdigar da mai amfani ya biya da kanta ba ta keɓanta ga ShareAI ba.

Ga matafiyi, sake nazarin asusun da aka cire haɗi, credits da suka ƙare, da kuma amsar ƙarshe da ta kasa bayan aikin kayan aiki ya yi nasara. Ajiye wanda ya biya buƙatar da kuma wanda aka amince da farashin manhaja daban-daban. Sauyi a matakin damar shiga samfurin bai kamata ya caji wani asusu daban ba a ɓoye ko ya nuna cewa duk kayan aiki da alhakin bin sawu sun koma tare da shi.

ShareAI: kwatanta riba da aka amince da ita na manhaja da biyan kuɗi.

ShareAI Builder Program yana shafar wata manhaja da ta riga ta wanzu tare da masu amfani da ita. Zirga-zirgar AI da ta cancanta tana bi ta ShareAI, mai Builder yana saita ƙarin caji ko riba da aka yarda, kuma abokin ciniki na ƙarshe yana biyan ShareAI don wannan ƙididdigar. Samun kudaden shiga da aka danganta da manhaja suna bin shirin. Fa’idodi: tantance wannan tafiyar biyan kuɗi da dangantakar da aka amince da ita don ƙididdigar da ta cancanta na manhajar tafiye-tafiye.

Rashin abubuwa: Amincewa, zirga-zirgar da ta cancanta, damar samfurin ainihi da sharuɗɗan asusu suna da mahimmanci. Validated company Builders suna da lokacin bita na kwanaki 45 kafin biyan kuɗi. Mutane a halin yanzu suna tara ƙimar inference don amfani da ShareAI, ba tare da fitar da kuɗi ko canja wurin asusu ba. Ana ci gaba da gina, karɓa, rarrabawa da kuma kula da app ɗin a wani wuri daban. Kayan aikin tafiya, ajiyar wurare, tallafi da sauran ayyukan kasuwanci suna nan a matsayin alhakin bayyananne.

Samar da kayan aiki ko wani keɓaɓɓen ƙarshen hanya yana cikin onboarding na mai bayarwa ko Prosumer da ya dace, daban da danganta Builder. Farashi, riba, maɓallan mai bayarwa da ƙarshen hanya ba su ne keɓaɓɓun damar ShareAI ba. Kwatanta amincewa ta ainihi, mai biyan kuɗi da sakin kuɗi. Shirin Builder ba ya kafa wani kantin sayar da alamu na duniya, sabis na Merchant of Record na gaba ɗaya ko maye gurbin kai tsaye don zaman Helicone da sarrafa ayyuka.

Adana asalin zaman maimakon kawai kwafin jimillar dashboard.

Tushen zaman yana raba asalin zaman na musamman, wata hanya mai tsari ta ra’ayi da sunan zaman da mutum zai iya karantawa. Sake amfani da wannan ma’anar yana haɗa ayyuka marasa alaƙa, yayin da canza ma’anar yana raba buƙatun da suka danganta. Don app ɗin tafiya, adana ainihin alaƙar jadawalin tafiya da amintaccen abokin ciniki daban da suna kamar tsara tafiya wanda aka raba tsakanin masu amfani da yawa.

Taswirar filayen tarihi ta ma’ana maimakon kawai ta alama. Buƙata, bin sawu, zama, lura da jadawalin tafiya mai amfani ba lallai ba ne su zama raka’a daidai. Adana fitarwa na asali da sharuɗɗan riƙewa da aka zaɓa. Sabuwar jimillar dashboard na iya dacewa yayin da ake rasa alaƙar tsakanin ƙoƙarin da ya gaza, sakamakon kayan aiki, bayanin da aka bayar da gyara wanda tallafi ke buƙatar amsa don rikicin abokin ciniki.

Kimar farashi da canjin hanyar kuɗi suna buƙatar shaidu daban.

Tushen hanyar mai bayarwa yana bayyana maɓallan mai bayarwa kafin dawowar kuɗi da aka sarrafa, tare da sarrafawa don mai bayarwa da aka zaɓa, tura ko sarkar bayyananne. Tabbatar da hanyar da aka zaɓa kafin ɗaukar cewa wannan asusun ne ke biyan duk buƙatun da suka yi nasara. Samuwar jagorar da misalan yankin an rubuta su a matsayin tsararru, ba tabbacin cewa wannan aikin tafiya ba zai taɓa kasa ba ko kuma kimanta zama mai zaman kansa.

Manuniya game da lissafin farashi tana bayyana kiyasi bisa ga amfani da aka lura da shi da farashin samfurin, tare da la’akari daban-daban na yawo. Kwatanta samfurin yanzu da bayanan mai bayarwa maimakon yin hasashen wata dabara ta misali akan kowace API. Har yanzu, takardar biyan kuɗi na mai biyan kuɗi, farashin da abokin ciniki ya amince da shi, da kudaden shiga da aka samu daga app suna buƙatar hujja ta kansu.

Don lissafi kawai, 1000 USD na inference tare da ƙarin 15% na surcharges na zato yana samar da 150 USD na surcharges gabaɗaya da 1150 USD jimlar. Waɗannan adadin na zato ba Helicone ko ShareAI ba ne, kudaden da aka tara, riba mai tsabta ko sakamakon haraji. Ainihin cajin lura, farashin mai bayarwa, gyare-gyare da cancanta suna shafar sakamakon kasuwanci.

Duba lissafi kafin tabbatar da hanyoyin routing, traces da biyan kuɗi.

Abubuwan da aka aiwatar a ƙasa suna cire maimaita aiki iri ɗaya, suna ƙin maimaita da ke rikici kuma suna kiyaye gyara bayyananne ta amfani da cents na USD. Ba ya aika trace, canza mai bayarwa, tanadin tafiya ko tattara biyan kuɗi. Waɗannan sakamakon suna buƙatar aikace-aikacen gaske da hujjar kasuwanci game da lissafin.

import assert from "node:assert/strict";
const records = [
  {id: "usage-a", customer: "demo", cents: 60000n, kind: "usage"},
  {id: "usage-b", customer: "demo", cents: 50000n, kind: "usage"},
  {id: "usage-a", customer: "demo", cents: 60000n, kind: "usage"},
  {id: "adjustment-b", customer: "demo", cents: -10000n, kind: "adjustment"}
];
function netCents(rows) {
  const seen = new Map();
  let total = 0n;
  for (const row of rows) {
    assert.equal(row.customer, "demo");
    const fingerprint = [row.customer, row.cents.toString(), row.kind].join("|");
    if (seen.has(row.id)) {
      if (seen.get(row.id) !== fingerprint) throw new Error("Conflicting duplicate");
      continue;
    }
    if (row.cents < 0n && row.kind !== "adjustment") throw new Error("Invalid sign");
    seen.set(row.id, fingerprint);
    total += row.cents;
  }
  return total;
}
const base = netCents(records);
assert.equal(base, 100000n);
assert.throws(() => netCents([...records,
  {id: "usage-a", customer: "demo", cents: 1n, kind: "usage"}
]));
const numerator = base * 1500n; // Hypothetical 15 percent in basis points.
if (numerator % 10000n !== 0n) throw new Error("Define contractual rounding first");
const surcharge = numerator / 10000n;
assert.equal(surcharge, 15000n);
const usd = cents => `${cents / 100n}.${(cents % 100n).toString().padStart(2, "0")}`;
console.log(JSON.stringify({baseUSD: usd(base), grossSurchargeUSD: usd(surcharge),
  totalUSD: usd(base + surcharge), paidReceiptVerified: false}));

Fitowar da aka lura ita ce 1000 USD na inference na zato, 150 USD na surcharges gabaɗaya da 1150 USD jimlar, ba tare da tabbacin biyan kuɗi da aka tabbatar ba. Kiyaye asalin shaidar tafiya, isarwa mai amfani, ƙoƙarin asali da gyare-gyaren da aka karɓa a cikin samarwa. Jimlar da ta dace ba za ta iya kafa cikakken trace, tabbatar da yin booking ko kuɗin da abokin ciniki ya karɓa ba.

Matsa tafiya ɗaya da hanyar gyaranta da farko.

• Lissafa ainihin wakili, log, zaman da dogaro da tarihin da aka adana.
• Zaɓi ƙofar, trace ko alhakin kasuwanci da ke buƙatar canzawa.
• Taswirar amintaccen abokin ciniki da ainihin aikin musamman kafin kwatanta jimloli.
• Sake nazarin hanyoyin routing da suka gaza, isarwa da aka katse da gyaran abokin ciniki.
• Tabbatar da ainihin sabis da hujjar biyan kuɗi ba tare da maimaita tarin kai tsaye ba.
• Kiyaye asalin bayanai da dawo da baya har sai an tabbatar da cikakken tafiya.

Ci gaba da amfani da Helicone na yanzu idan ya dace. Tabbatar da ainihin samuwa, tallafi da sharuɗɗan kasuwanci ba tare da yin zato game da halayen nan gaba daga tsoffin labaran mallaka ba. Kwatanta tafiya ɗaya daga shigarwa zuwa isarwa mai amfani da gyaran kuɗi; hakan yana bayyana fiye da ƙididdigar samfurin ko da’awar da ba a tabbatar ba cewa wata dandalin tana maye gurbin komai.

Tambayoyi da ake yawan yi