AgenticFlow AI: ChatGPT in the Flow of Work
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  • Get Started
    • AgenticFlow - the OS for your AI Workforce
    • llms.txt
    • FAQs
    • Key Concepts
      • Workflows
      • Templates
      • Data
      • Agent
      • API Keys
      • AgenticFlow MCP
    • Office Hours
      • #4 Office Hours
      • #5 Office Hours
    • Workflows quickstart
    • Agents quickstart
    • Introduction to Large Language Models
    • Plans and Credits
    • System Quotas
    • Affiliate program 💵
  • AGENTS
    • Introduction to agents
    • Agent Templates
    • Create an Agent
    • Customize an Agent
    • FAQ
  • Workflows
    • Introduction
    • Workflow Templates
    • Creating a Workflow
    • User Inputs - Get Started
      • Text Input
      • Long text input
      • Drop-down
      • Numeric Input
      • File to URL
      • File to Text
      • Checkbox
      • Image Input
      • Audio Input
      • Video Input
      • Multiple Media Input
      • Carousel Select Input
    • Actions - Get Started
      • LLM
        • LLM - Advanced Settings
        • Validators
        • Too Much Text
        • LLM Prompt
        • LLM Output
      • Code - JavaScript
      • Code - Python
      • Python Helper Functions
      • PDF to text
      • Extract Website Content
      • Knowledge Search
      • Audio/Video to Text
      • Insert Data into a Dataset
    • Knowledge
    • Workflow Single Run
    • Workflow Table Run
    • Export Results
    • API Run
    • FAQ
    • Parameter Substitution Utility
  • Data
    • Introduction
    • Data Table
    • FAQ
  • Use Cases
    • Summarization
      • GPT on My Files
      • GPT on My Website
      • Question-Answering on Data
    • Research
      • Sentiment Analysis
      • Anonymize Text
      • Audio Transcription + High-Level Analysis
  • Sales
    • Teach LLMs to Mimic Your Style
  • Marketing
    • SEO Optimize
    • Automating Creativity Transforming Workflow with AgenticFlow AI (PDF)
  • Policies
    • Security Overview
      • AI Policy
      • Reporting bugs and vulnerabilities
      • Subprocessors
      • DPA
    • Privacy Policy
    • Terms of Service
    • Cookies Policy
  • Actions Reference
    • Actions
    • AI LLM
      • Claude Ask
      • Extract Structured Data
      • Knowledge Base Search
      • LLM
      • OpenAI Ask
      • OpenAI Search
      • Perplexity Search
      • PML LLM
    • Automation and Search
      • Google Search
      • URL to Markdown
    • Data and Integrations
      • Advanced Web Scraping
      • API
      • JSON to Google Sheet
      • Send Email
      • Web Scraping
      • Webhook
    • Image and Video
      • Audio Transcription
      • Face Swap
      • Generate Image
      • Inpainting
      • Outpainting
      • Remove Background
      • Text to Speech
    • Logic and Control
      • Bash
      • Code
      • Conditional
      • Map
      • Sub-workflow
      • Switch
    • Telegram
      • Send Audio
      • Send Chat Action
      • Telegram Send Audio
      • Telegram Send Document
      • Telegram Send Message
      • Telegram Send Photo
      • Telegram Send Video
  • MCPs Reference
    • MCPs
    • Hugging Face Spaces
    • 0-9
      • 0codekit
      • 10,000ft by smartsheet
      • 123formbuilder
      • 15five
      • 1crm
      • 1sec mail
      • 360nrs
      • 7todos
      • 8x8 connect
    • A
      • abstract email verification api
      • abstract ip geolocation api
      • abuselpdb
      • accuranker
      • action builder
      • adrapid
      • adroll
      • adyen
      • aero workflow
      • aeroleads
      • affinda
      • affinity
      • agendor
      • agentx
      • agiliron
      • agility cms
      • agiled
      • ahrefs
      • ai/ml api
      • ai workforce management
      • airplane
      • airbrake
      • airfocus
      • airnow
      • airtable
      • aivoov
      • akeneo
      • akismet
      • akkio
      • albus
      • alchemer
      • alegra
      • alerty
      • algomo
      • all images.ai
      • altoviz
      • amazing marvin
      • ambee
      • ambient weather
      • amazon ses
      • amazon selling partner
      • amplitude
      • amplifier
      • amqp
      • annature
      • announcekit
      • anthropic (claude)
      • apaleo
      • apex 27
      • api labz
      • api ninjas
      • appcircle
      • appcues
      • appsflyer
      • arlo
      • aroflo
      • aryn
      • ascora
      • asknicely
      • askyourpdf
      • astica.ai
      • async interview
      • attractwell
      • auth0 (management api)
      • autodesk
      • autoklose
      • automizy
      • autotask psa
      • avaza
      • aws
      • aweber
      • awork
      • axesso data service amazon
      • azure api for fhir
      • azure devops
    • B
      • backblaze
      • backlog (api)
      • badger maps
      • bannerbear
      • barcode lookup
      • baremetrics
      • bart
      • baserow
      • bc gov news
      • beanstalk
      • beebole
      • benchmark email
      • benchmarkone
      • bexio
      • bigdatacorp
      • bigcommerce
      • bika.ai
      • bill
      • billplz
      • bird
      • bitbucket
      • bitdefender gravityzone
      • biztera
      • blackbaud
      • blink
      • blockchain exchange
      • blogger
      • bookingmood
      • bot9
      • botcake
      • botpenguin
      • botpress
      • botstar
      • box
      • braintree
      • breeze
      • bridge
      • brillium
      • brosix
      • bruzu
      • budgets.ai
      • bugsnag
      • builderall mailingboss
      • builtwith
      • burst sms
      • businesslogic
      • buy me a coffee
      • byteforms
      • bytenite
    • C
      • calendarhero
      • calendly
      • callerapi
      • campaign monitor
      • campaignhq
      • canny
      • cardly
      • cartes
      • caspio
      • centralstationcrm
      • cerebras
      • chainaware.ai
      • chaindesk
      • chaport
      • chargebee
      • chargeover
      • chaser
      • chat data
      • chatbotic
      • chatra
      • chatsonic
      • chatwork
      • cheddar
      • checkvist
      • circle
      • cisco meraki
      • cisco webex
      • claid ai
      • classmarker
      • claude
      • clearout
      • cleverreach
      • clevertap
      • clientify
      • cloudbees
      • cloudcart
      • cloudflare
      • cloudflare r2
      • cloudfill
      • cloudpresenter
      • cloudtables
      • coda
      • codemagic
      • codeq natural language processing api
      • coderpad
      • codescene
      • cody
      • coinbase
      • coinbase commerce
      • coinlore
      • columns ai
      • commcare
      • commpeak
      • concord
      • constant contact
      • content snare
      • contentful (oauth)
      • contentstack
      • convertkit
      • conveyor
      • countdown api
      • cradl ai
      • craftmypdf
      • crawlbase
      • credit repair cloud
      • crove
      • crm
      • crunchbase
      • curated
      • currencyscoop
      • customer fields
      • customer.guru
      • cutt.ly
      • cvr.dev
      • cyberimpact
    • D
      • dailybot
      • dandelion
      • dappier
      • dart
      • darwinbox
      • dadata.ru
      • databases
      • databox
      • datatrails (formerly rkvst)
      • dbt cloud
      • decision journal
      • demio
      • dialmycalls
      • digicert
      • digitalocean
      • directus
      • dispatch
      • discord
      • ditlead
      • dnsfilter
      • docker engine
      • documenterra
      • documentpro
      • docugenerate
      • docunify
      • docupost
      • docuraptor
      • docusign developer
      • docsumo
      • docsautomator
      • dokan
      • donedone
      • dopplerai
      • dots!
      • dotsimple
      • dovetail
      • drata
      • drchrono
      • dreamstudio (stable diffusion)
      • drift
      • drimify
      • dromo
      • dropcontact
      • droxy
      • dub
      • dungeon fighter online
      • dust
      • dux soup
      • dynalist
    • E
      • e commerce
      • e2b
      • easypost
      • easypromos
      • easysendy
      • easy project
      • easy projects
      • easycsv
      • echtpost postcards
      • ecologi
      • educateme
      • edusign
      • efinder
      • elastic cloud
      • elorus
      • emaillistverify
      • emailoctopus
      • encodian
      • encharge
      • endorsal
      • engagebay
      • enormail
      • enrichley
      • enrow
      • eodhd apis
      • epic games
      • epsy
      • esendex
      • esignatures.io
      • espocrm
      • esputnik
      • evenium
      • everwebinar
      • exa (formerly metaphor)
      • exhibitday
      • expofp
      • extensiv integration manager
      • eyepop.ai
    • F
      • facebook graph api
      • faceup
      • faktoora
      • faros
      • fatture in cloud
      • fauna
      • fedex
      • feedier
      • filestack
      • finmei
      • finmo
      • fireberry
      • fiserv
      • fixer
      • flexie
      • flexmail
      • flippingbook
      • float
      • florm
      • flowla
      • fluent support
      • flutterwave
      • fly.io
      • follow up boss
      • form.io
      • formaloo
      • formcan
      • formdesk
      • formpress
      • formspree
      • formstack
      • formstack documents
      • formatting
      • fractel
      • frame.io
      • frappe
      • fraudlabs pro
      • freeagent
      • freedcamp
      • freshlearn
      • frontegg
      • fullcontact
      • fullstory
    • G
      • gami5d
      • gan.ai
      • gather
      • geckoboard
      • gender api
      • genderapi.io
      • getemails
      • getform
      • getscreenshot
      • ghost.org (admin api)
      • giantcampaign
      • gistly
      • gitlab
      • glide
      • gmodstore
      • gocanvas
      • gocardless bank account data (formerly nordigen)
      • godial
      • gong
      • goodreads
      • goody
      • google
      • google ad manager
      • google cloud vision
      • google dialogflow
      • google docs
      • google drive
      • google maps (places api)
      • google marketplace
      • google meet
      • google palm
      • google play
      • google postmaster tools
      • google recaptcha
      • google search console
      • google slides
      • google vertex ai
      • gosquared
      • govee
      • gozen growth
      • gpt trainer
      • gptzero: detect ai
      • grade.us
      • grafana
      • grafbase
      • grain
      • greenhouse
      • greenhouse job board
      • greptile
      • growsurf
      • gtmetrix
      • gumroad
      • gupshup
    • H
      • h supertools analytics tool
      • habitify
      • hackerone
      • hashnode
      • hathr ai
      • headless testing
      • helcim
      • helium (console)
      • helloleads
      • helpdesk
      • herobot chatbot marketing
      • heyy
      • hiveage
      • homerun
      • hootsuite
      • hostaway
      • hotjar
      • howuku
      • hr cloud
      • hr partner
      • html 2 pdf
      • hub planner
      • hubspot
      • hubstaff
      • hugging face
      • hunter
      • hygraph
      • hystruct
    • I
      • iauditor by safetyculture
      • ibm cloud natural language understanding
      • ibm cloud speech to text
      • idealspot
      • idx broker
      • ihomefinder
      • ikas
      • ilovepdf
      • illumidesk
      • imagior
      • imgbb
      • imgix
      • impression
      • inferable
      • infolobby
      • inmobile
      • inputmag
      • insightly
      • instabot
      • instapaper
      • instasent
      • intellexer api
      • intelliprint
      • interzoid
      • intuiface
      • invidious
      • invision community
      • invoicing.plus
      • ip2whois
      • ipbase
      • ipdata.co
      • iqair airvisual
      • ironclad
      • iscraper
      • itemize
    • J
      • jeffreyai
      • jellyreach
      • jira data center
      • jobber
      • join
      • jvzoo
    • K
      • kadoa
      • kaggle
      • kakao
      • kaleido
      • kanban tool
      • karbon
      • kartra
      • keap (infusionsoft)
      • kenjo
      • kindo
      • kintone
      • kite suite
      • kiwihr
      • kizeo forms
      • klazify
      • klipy
      • knorish
      • knowbe4
      • knowfirst
      • kommo
      • koyeb
      • krispcall
      • kvdb
      • kyvio
    • L
      • l2s
      • l3mbda
      • labsmobile
      • lahar
      • langbase
      • langfuse
      • larger.io
      • lastpass enterprise api
      • launchdarkly
      • launchnotes
      • leadfeeder
      • leadoku
      • leap
      • leiga
      • lessaccounting
      • lettria
      • levity
      • libraria
      • lifterlms
      • lightspeed vt
      • line
      • line messaging
      • linkish
      • linkly
      • linkup
      • listclean
      • livechat
      • llamaindex
      • llmwhisperer
      • lmnt
      • lnk.bio
      • lob
      • locate
      • lokalise
      • lucid
    • M
      • mailcheck
      • mailcoach
      • mailercloud
      • mailerlite
      • mailjet
      • mailmodo
      • mailsoftly
      • mailwizz
      • mailboxlayer
      • mamo business
      • manifestly checklists
      • mapulus
      • marketing master io
      • marketstack
      • mastodon
      • mattermost
      • matterport
      • mav
      • mboum
      • mediatoolkit
      • meetstream ai
      • melo
      • membervault
      • mercury
      • merge
      • metatext.ai pre build ai models api
      • mezmo
      • microbilt developer
      • microsoft dataverse
      • microsoft excel
      • microsoft graph api
      • microsoft outlook
      • microsoft outlook calendar
      • microsoft teams
      • microsoft teams bot
      • middesk
      • milvus
      • minerstat
      • mixmax
      • mixpanel
      • miyn
      • modelry
      • monday (oauth)
      • moneybird
      • mongodb
      • monkeylearn
      • more trees
      • motive
      • moxie
      • mslm cloud
      • mural
      • murlist
      • musicbrainz
      • mux
      • mx technologies
      • mx toolbox
    • N
      • nango
      • nasa
      • nasdaq data link (time series and table data)
      • nationbuilder
      • navigatr
      • needle
      • neetoinvoice
      • neetokb
      • neo4j auradb
      • netatmo
      • neverbounce
      • new relic
      • new sloth
      • nextcloud
      • nextdns
      • nextdoor ads
      • nexweave
      • nifty
      • niftyimages
      • nile database
      • ninox
      • nocrm.io
      • noor
      • nozbe teams
      • npm
      • ntfy
      • nutrient document web services api
      • nutrient workflow automation
      • nutshell
    • O
      • occasion
      • ocr web service
      • odoo
      • ometria
      • omniconvert
      • omnisend
      • oncehub
      • onepagecrm
      • onesignal (rest api)
      • oneuptime
      • onlyoffice docspace
      • openperplex
      • openrouter
      • openweather api
      • oracle cloud infrastructure
      • order desk
      • ortto
      • osu!
      • ottertext
      • outreach
      • outscraper
      • outseta
      • owl protocol
      • oxford dictionaries
    • P
      • paddle
      • page x
      • paigo
      • paperform
      • papersign
      • parma
      • parseur
      • parsio.io
      • partnerize
      • partnerstack (partner api)
      • passslot
      • paved
      • paystack
      • paypal
      • pcloud
      • pdfmonkey
      • pdffiller
      • pdforge
      • peaka
      • peerdom
      • pendo
      • pennylane
      • perplexity
      • persona
      • phantombuster
      • phaxio
      • phone.com
      • phrase
      • piggy
      • piloterr
      • pingone
      • pinterest
      • pipefy
      • pirate weather
      • placekey
      • planday
      • planning center
      • planview leankit
      • planyo online booking
      • plecto
      • podio
      • pokéapi
      • polygon
      • postalytics
      • posthog
      • postgresql
      • prepr (graphql)
      • pretix
      • printavo
      • printnode
      • processplan
      • product fruits
      • productboard
      • productive.io
      • productivity
      • productlane
      • profitwell
      • proprofs quiz maker
      • propeller
      • provesource
      • proworkflow
      • proxy spider
      • proxycurl
      • publisherkit
      • pusher
      • pushcut
      • pushover
    • Q
      • qntrl
      • qryptal
      • qstash
      • qualaroo
      • quickbooks sandbox
      • quickemailverification
      • quickmail.io
    • R
      • re:amaze
      • radar
      • rafflys
      • ragie
      • raindrop
      • ramp
      • range
      • rapid url indexer
      • rapid7 insight platform
      • rasa
      • razorpay
      • reachmail
      • recruitis
      • reform
      • refiner
      • regal
      • reipro
      • rejoiner
      • relavate
      • relevance ai
      • relink url shortener
      • remote
      • renderform
      • replicate
      • rescuetime
      • retently
      • retool
      • retriever
      • revel systems
      • reverse contact
      • revolt
      • reward sciences
      • rex
      • richpanel
      • riku.ai
      • ringcentral
      • riskadvisor
      • robly
      • robocorp
      • roboflow
      • rocket chat
      • rocketreach
      • rollbar
      • rss
      • runware
      • ryver
    • S
      • salesblink
      • salesflare
      • salesforce
      • saleslens
      • salesloft
      • salesmate
      • salesmsg
      • sales simplify
      • samsung smartthings
      • savvycal
      • schedule it
      • scheduleonce
      • scopemaster
      • scrape it.cloud
      • scrapingbot
      • search api
      • security reporter
      • securitytrails
      • semaphore
      • semgrep
      • sender
      • sendbird ai chabot
      • sendblue
      • sendfox (personal access token)
      • sendinblue
      • sendlane
      • sendloop
      • sendowl
      • sendspark
      • sensibo
      • seqera
      • serpapi
      • serveravatar
      • sessions
      • shadertoy
      • shipday
      • shipstation
      • shopify partner
      • shopwaive
      • short.io
      • shorten.rest
      • showpad
      • sierra interactive
      • sifter
      • sigma
      • signable
      • signpath
      • signwell
      • silfer bots
      • simla.com
      • simple analytics
      • simplebackups
      • simplekpi
      • simplero
      • simpletexting
      • skyciv
      • skyvern
      • slack bot
      • slottable
      • smaily
      • smartsheet
      • smarty
      • smartlead
      • smartroutes
      • smartymeet
      • sms everyone
      • sms magic
      • sms partner
      • sms it
      • smsapi
      • smstools
      • smoove
      • smugmug
      • snapdocs
      • snov
      • snyk
      • softledger
      • solarwinds service desk
      • solve crm
      • speak ai
      • specific
      • speechace
      • splunk http event collector
      • spondyr
      • spydra
      • squarespace
      • ssh (key based auth)
      • ssh (password based auth)
      • sslmate — cert spotter api
      • stack overflow for teams
      • stannp
      • statuspage
      • stealthgpt
      • storerocket
      • storyscale
      • strava
      • studio by ai21 labs
      • suitedash
      • sumup
      • supersaas
      • supabase management api
      • supportivekoala
      • survicate
      • surveymethods
      • surveymonkey
      • survser
      • survey2connect
      • swaggerhub
      • swell
    • T
      • tableau
      • taleez
      • talenthr
      • talentlms
      • talkspirit
      • tally
      • talend
      • tave
      • teachable
      • team sms
      • teamcamp
      • teamioo
      • teamleader focus
      • teamup
      • teamwork
      • telegram
      • telnyx
      • testapp006
      • testmonitor
      • tettra
      • textrazor
      • thanks.io
      • the magic drip
      • thesportsdb
      • thoughtful gpt
      • thoughtly
      • thrivecart
      • ticket source
      • ticket tailor
      • ticktick
      • tilda
      • tiledesk
      • time tracker by ebillity
      • timelink
      • timeular
      • tinybird
      • tinypng
      • tinyurl
      • tldr
      • toggl track
      • tolstoy
      • tomba
      • tomtom
      • tookan
      • trakt
      • transifex
      • trawlingweb
      • tricentis qtest
      • triggercmd
      • truss
      • tuesday
      • tubular
      • turso
      • tutor lms
      • twist
      • typless
    • U
      • u301
      • uchat
      • uipath automation hub
      • ultramsg
      • unbounce
      • unisender
      • unity cloud build
      • unstructured
      • unsplash
      • uplead
      • uploadcare
      • upollo
      • updown.io
      • upviral
      • urlbae
      • urlbox.io
      • uservoice
      • userlist
      • utradea
    • V
      • v7 darwin
      • vectera
      • verifiedemail
      • verifone
      • vies api
      • vimeo
      • virifi
      • vitel phone
      • vivifyscrum
      • voice monkey
      • voilanorbert
      • vonage
      • voodoo sms
      • voxapp
    • W
      • wafrow
      • waitlist
      • webinarkit
      • webscraper.io
      • whatconverts
      • whatsapp business
      • whatsable
      • whosonlocation
      • widgetform
      • wildberries
      • wishpond
      • withings
      • wiza
      • wolfram alpha api
      • woocommerce
      • woodelivery
      • wordpress.org
      • workamajig
      • workboard
      • workbooks crm
      • workflow max
      • workiom
      • workiz
      • worksnaps
      • workstack
      • world news api
      • woxo
      • wp maps
      • wpforms
      • wrike
      • writer
      • writesonic
      • wubook ratechecker
      • wuf
      • wufoo
    • X
      • xai
      • xata
      • xeggex
      • xendit
      • xero accounting
      • xperiencify
      • xverify
    • Y
      • y.gy
      • yahoo! fantasy sports
      • yanado
      • yelp fusion
      • yepcode
      • yespo
      • yext
      • yoast seo
      • yodiz
      • yoplanning
      • yoprint
      • yotpo loyalty & referrals
      • yotpo reviews & ratings
      • you need a budget
      • youcanbook.me
      • youtube analytics
      • youtube data
      • yumpu
      • yr
    • Z
      • z api
      • zagomail
      • zamzar
      • zenserp
      • zenscrape
      • zenkit
      • zenler
      • zendesk
      • zendesk sell
      • zenventory
      • zep
      • zerobounce
      • zerotier
      • zest
      • zeta (boomtrain)
      • zip archive api
      • zixflow
      • zoho assist
      • zoho analytics
      • zoho bigin
      • zoho billing
      • zoho bookings
      • zoho books
      • zoho bugtracker
      • zoho calendar
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LLM Output

Large Language Model (LLM) Output

How to use the LLM step output in other steps

Understanding LLM Output

An LLM step produces an output based on the provided inputs and the instructions given in the prompt. It is important to note that even if your instruction specifies to "produce a list of items," "generate a JSON object," or "write a number between x and y," the output is always a string that only resembles a list, a JSON object, or a number.

LLM Output is Always a String

LLM outputs are always of type string. Therefore, even if they resemble a list, a JSON object, a number, or a Boolean, you must convert the output from a string to the actual type when necessary.

Example Explanation

For non-programmers, consider this example to understand the difference more easily: A string is just a chain of characters with a simple underlying structure. For instance, the text you are reading now is composed of characters forming words and sentences, but it is just a continuous sequence of characters.

A JSON object, however, is a structured set of key-value pairs. In the JSON object below, you can access the person’s information using the keys (Name, Last name, and Age):

{
    "Name": "Jack",
    "Last name": "Smith",
    "Age": 28
}

If an LLM outputs the same object as a string, there will be no underlying structure to access any of the keys or values. A string version of the above JSON object might look like this:

'{"Name":"Jack","Last name":"Smith","Age":28}'

To be able to work with the output further, you will need to convert it to the desired format.

Converting LLM Output

String to JSON

When instructing an LLM to generate a JSON object, it is recommended to also set up the is_json validator. Next, use a "Convert string to JSON" action. Feed the LLM output to the converter component, which will generate the corresponding JSON object.

Example

// JavaScript example
const jsonString = '{"Name":"Jack","Last name":"Smith","Age":28}';
const jsonObject = JSON.parse(jsonString);
console.log(jsonObject.Name); // Output: Jack

String to List

Use a coding step (JavaScript or Python) to handle the conversion. Feed the LLM output to your code step, apply the transformation (e.g., split(separator) in JavaScript), and return the value.

Example

// JavaScript example
const listString = "apple,banana,orange";
const listArray = listString.split(",");
console.log(listArray); // Output: ["apple", "banana", "orange"]

String to Numbers or Booleans

Use a coding step (JavaScript or Python) to handle the conversion. For numbers, apply the parser (e.g., parseInt(stringValue) in JavaScript) and return the results. For Booleans, use a conditional statement (if ... else ...) to return the corresponding Boolean value (true or false).

Example

// JavaScript example for number
const numberString = "123";
const number = parseInt(numberString);
console.log(number); // Output: 123

// JavaScript example for Boolean
const booleanString = "true";
const booleanValue = (booleanString === "true");
console.log(booleanValue); // Output: true

By following these guidelines, you can effectively handle and convert LLM outputs to the desired formats, ensuring smooth integration and processing within your workflows.

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