AI & agentyryn
Abbyrt stiagh, funnel magh — as eisht ny h-inshtaghyn cheddin as ooilley elley
"Cur er ash cleientee ren kionnaghey un cheayrt yn vlein shen chaie as cha nel er n'fosley veg veih shen." Shen gys stiagh; ta graaf funnel çheet er-ash. Shen ta cur lesh eh feeu cha nel y ghientyn — ram reddyn gientyn — agh dy vel yn eiyrt currit trooid yn validator kiart ta giattaghey obbyr pheiagh, as eisht dry-run myr shen foddee oo lhaih dagh scaan yinnagh eh cur roish my ta veg er ny gheddyn ec pheiagh erbee.
Daah obbraghyn, cummit er lheh
Gientyn funnel gow cur-myner as cur graaf er-ash. T'eh dy ve dy veih'n chonvaar cheddin ta pannallyn AI elley yn ecosystem jannoo ymmyd jeh — scaan, oik rooishe, as cur-replacement ny patch — trooid y gateway cheddin, er y raad obbragh cheddin ta gobbraghey ayns production ayns boayl elley.
Gientyn creaidagh she y chonvaar cheddin currit da docamad: gientyn ny patch e-mail, duillag ny form. Er-yn-oyr dy vel creaidagh docamad lesh schema foilsit, ta model patching eh jannoo red strughtoorit ayns ynnyd jeh gientyn boalley HTML as treishteil.
Ta'n system prompt copy distillit jeh'n schema funnel, as t'eh er ny vogghey dy-kinjagh tra ta'n schema goll er ny hroggal key. She prompt shenn yn faase-mode ayns shoh: ta'n model screeu vocabulary nagh vel ayn ny s'leah, ta'n eiyrt jeeaghyn resoonagh dy-lioar, as ta'n validator jiooldy eh son faaghyn nagh foddee y pheiagh lhaih fakin.
Personalisation per-enney, cacheit
Ta node ai_generate lhieenteyr caghlaa-arraghyn ec traa chur son dagh enney. T'eh er ny veeal noi dty quota as cacheit liorish y creaidagh as hash jeh ny troyn enney t'eh croghey er — fegooish y cache shen by-eeck oo son gientyn per-faaghtagh er dagh un chur, as shen bill nagh jannoo pheiagh erbee budget da daa cheayrt.
- 1Dty habbyr"Cur er ash cleientee ren kionnaghey un cheayrt yn vlein shen chaie as cha nel er n'fosley veg veih shen."
- 2Graaf er-ashEntry, fuillaghyn, cooish, daa chur, oik. Nodaghyn enmyssit, vocabulary firrinagh.
- 3ValidatitUn entry, ooilley nodaghyn roshtynagh, dagh cycle cur fuillagh lesh, dagh chur creaidagh as subject lesh.
- ↻Er ny yannoo reeshtMy ta'n insht failynt, t'eh currit er-ash lesh ny marranyn as eietit reesht — as ta'n coont eiettyn currit fys, cha nel er ny chuaill.
- 4SimulatitDagh scaan yinnagh eh cur as y laa yinnagh eh çheet, roish my vel veg er ny foilsit ayd.
Yn validator cheddin as pheiaghCha nel veg currit
Y server MCP
Lhig da agent gobbraghey yn chaghlaa dy kiart
Freilt ec y ym-gherraght cheddin ec /mcp
Connoisaghyn
list_contacts, get_contact, upsert_contact, list_segments, preview_segment. Feer gys quoi t'ayns segment roish cur rish red erbee orroo.
Fynnyssyn
list_funnels, get_funnel, create_funnel, generate_funnel, check_funnel, publish_funnel, pause_funnel, start_funnel_run.
simulate_funnel
Y jantys smoo vaynssagh 'sy set liorish foddagh. Dry-run contact trooid funnel as gow er-ash y raad gollit as ny messagyn vees currit. Fegooish eh, agent screeu automations doail.
Cooid
create_email as preview render. Markdown ayns, creative renderit magh — feer ny smoo treisht na feyshtey model er son HTML e-mail dy jeeragh.
Campaigns as reports
list_campaigns, get_campaign, report_campaign. Agent ta jargagh lhaih ny earrooyn, shen agent ta jargagh insh red dhyt nagh vel oo dy bragh er n'gholl.
Saaseyn
Schema funnel, schema creative, catalogue merge-variable as grammar predicate segment, ooilley freilt myr resources, myr shen ta gobbraghey agent veih ny meenaghyn roie, cha nel veih cooinaghtyn.
T'eh screeu y variant. T'ou freill y veto.
Y gate, as cre'n fa t'eh ny stapp creoi
Dy chooilley jantys send-capable t'eh gated. Test send gys hene t'eh seyr. Red erbee roshtish sleih firrinagh feme flag confirm jeeragh as t'eh capped liorish y quota billing eu — y daa, cha nel fer jeu.
Y fa t'eh aashagh as gyn glennys. Agent ta lhaih prompt dy kiart cha jeh cur post gys queig-thousand sleih, as cha nel prompt curiam erbee control. Shoh fer jeh ny buill begnagh ayns raad stapp creoi fioragh yn eaghtyr default vie, as t'eh currit ayns stapp creoi.
Y resoon cheddin goll trooid y design. Agent jargagh draft, check, simulate, preview as report feie'n laa fegooish un messag goll magh. Y nhee nagh jargagh er ny chaglaa, shen y nhee ta feme dooinney er n'ghra yes.
- ✓Lhaih red erbee 'sy scopeContacts, segments, funnels, campaigns, reports — ayns un prowash.
- ✓Screeu as checkCre funnel, patch creative, run y validator, run simulation.
- ✓Cur magh prowaltysGys yn enmys verifyit eu hene. Seyr, as t'eh jannoo y renderer firrinagh.
- !Send dy firrinaghJeeragh
confirm: true, as sthie 'sy quota. Y daa. Cha nel fer jeu ny suggestion.
Currit gys un prowashQuota she y ceiling
Cre ta y model dy firrinagh toiggal mychione y dty hraghtys
Generator gyn nhee agh dty raa screeu copy cadjin, as dy chooilley fer jargagh insh. Currit URL, ClickSomo jargagh lhaih dty ynnyd-eggey — crawl shallagh, profile colught — myr shen ta y funnel t'eh draft mychione cre t'ou creck dy firrinagh as ta y copy jannoo y focklyn eu hene er-ash dhyt. Shen y differents ooilley eddyr demonstration as feature.
Text scraped t'eh currit myr input noidjagh. T'eh fenced roish model erbee lhaih eh as sanitised roish red erbee jeh currit myr render, er-yn-oyr text veih page nagh screeu oo, shen yn ynnyd ta instruction er ny chur gys model foayn dy ve folliaght.
Y ayrn onest: funnel gientit t'eh draft vie, cha nel campaign jeant. Bee eh goaill stiagh wait nagh vel oo agree rish as subject line nagh screeu oo. Twenty minutes dy editing t'eh cadjin — as twenty minutes cha nel afternoon, er-yn-oyr ta y shape, ny checks as y simulation ayns ynnyd hannah. Generation cha nel eh ry-gheddyn myrgeddin er deployment fegooish AI key currit, as ta y API gra shen dy jeeragh, cha nel eh failley ayns aght gennal.