AI workflow database

What do you need to get done?

Every task, the tools that actually win it, and a step-by-step guide for your role — with the costs and the traps.

28 tasks8 task categories8 role playbooks6 full tool chains

Step-by-step guide for your role

Pick the closest role. Each guide is six steps, in order, with the stack and the monthly cost.

Best tools per task

Ranked picks with the reason each one wins, the steps to follow and the thing that usually goes wrong.

28 tasks

Draft a blog post that ranks

Beginner

Turn a keyword or idea into a publish-ready article with structure and sources.

  • ChatGPTBest all-round drafting with your outline, voice notes and examples in the prompt.
  • 2Surfer SEOScores the draft against the pages already ranking and lists what is missing.
  • 3ClaudeHolds long research documents in context, so the draft stays factual.
Saves 3–4 hours per postFull steps

Edit and tighten someone else's copy

Beginner

Fix grammar, cut the length and match a house tone without losing meaning.

  • GrammarlyCatches grammar and tone across every app you already type in.
  • 2WordtuneRewrites single sentences with options rather than one flat suggestion.
  • 3QuillBotCheapest way to shorten and paraphrase long paragraphs.
Saves 40 minutes per documentFull steps

Write long-form fiction or a book chapter

Intermediate

Keep characters, plot and voice consistent across tens of thousands of words.

  • SudowriteBuilt for novelists: story bible, character memory and scene expansion.
  • 2ClaudeLargest useful context for feeding back earlier chapters.
Saves a chapter a week instead of a monthFull steps

Produce a full campaign's copy

Intermediate

One brief becomes ads, emails, landing page and social posts in one voice.

  • JasperBrand voice plus campaign templates keep 20 assets on message.
  • 2Copy.aiChains steps so one brief fills every channel automatically.
  • 3WritesonicCheapest option when volume matters more than nuance.
Saves 2 days per campaignFull steps

Answer a question with citations

Beginner

Get a current, sourced answer instead of a confident guess.

  • PerplexityLive web search with inline citations you can open and verify.
  • 2You.comRuns several models against the same question for cross-checks.
  • 3GrokStrongest on very recent posts and public conversation.
Saves an hour of tab-hoppingFull steps

Review academic literature

Intermediate

Find the relevant papers, extract findings into a table and cite properly.

  • ElicitExtracts methods, sample sizes and outcomes into a comparable table.
  • 2ConsensusShows where the body of evidence actually agrees.
  • 3SciSpaceExplains dense passages and handles systematic-review workflows.
Saves a week per reviewFull steps

Study a subject and test yourself

Beginner

Turn lectures, PDFs and notes into explanations, summaries and practice questions.

  • NotebookLMGrounded entirely in your own uploads, with an audio overview.
  • 2KhanmigoTutors step by step instead of handing over the answer.
  • 3ChatGPTEndless practice questions and marking at any difficulty.
Saves half your revision timeFull steps

Find an answer buried in company files

Intermediate

Search across docs, tickets, chat and the wiki at once.

  • GleanIndexes your existing tools and respects their permissions.
  • 2Notion AIGood enough when the knowledge already lives in Notion.
Saves 20 minutes per questionFull steps

Ship a feature in an existing codebase

Intermediate

Write, test and review code in a repo that already has conventions.

  • CursorWhole-repo context and multi-file edits, the fastest real workflow.
  • 2GitHub CopilotCheapest sanctioned option and lives inside existing IDEs.
  • 3ClaudeBest at explaining unfamiliar code before you change it.
Saves 30–50% of coding timeFull steps

Prototype a working app from an idea

Beginner

Go from description to a deployed app with a database and sign-in.

  • LovableFull-stack app with database and auth from a plain description.
  • 2v0Best for polished UI screens you drop into an existing React app.
  • 3BoltFast in-browser builds when you want to iterate on structure.
Saves weeks of build timeFull steps

Build an agent that does multi-step work

Advanced

Let a model call tools, loop and finish a task without a human in each step.

  • n8nNative agent nodes, self-hosting and full visibility of each run.
  • 2MakeVisual branching that non-developers can still follow.
  • 3ClaudeReliable tool calling and instruction-following inside the loop.
Saves a recurring manual process, goneFull steps

Build an internal tool without engineers

Intermediate

A form, database and dashboard the team can actually use.

  • BubbleMature database-driven apps with a large plugin market.
  • 2FlutterFlowWhen the tool needs to be a real mobile app.
  • 3ReplitCheapest path when someone on the team can read code.
Saves a month of engineering backlogFull steps

Create on-brand images

Beginner

Marketing visuals, illustrations and product shots in a consistent style.

  • MidjourneyStill the strongest aesthetic quality for hero visuals.
  • 2IdeogramThe one that gets text inside the image right.
  • 3Adobe FireflyCommercially safer training data and Adobe integration.
Saves days of stock searchingFull steps

Produce a short video

Intermediate

Script, visuals, voice and edit for a social or explainer video.

  • RunwayBest control over generated shots and in-editor cleanup.
  • 2VeoStrongest realism with synced sound.
  • 3DescriptEditing video by editing the transcript — fastest for talking-head cuts.
Saves a full production dayFull steps

Turn a document into a training video

Beginner

Presenter-led videos in many languages without a studio.

  • SynthesiaPurpose-built for corporate training with template libraries.
  • 2HeyGenMost realistic avatars and the fastest translation workflow.
Saves thousands per training moduleFull steps

Build a presentation

Beginner

A structured, designed deck from notes or a document.

  • GammaFastest from prompt to a deck that already looks designed.
  • 2TomeBetter for narrative, pitch-style storytelling.
  • 3Canva Magic StudioBest when brand templates already live in Canva.
Saves 4 hours per deckFull steps

Generate voiceover or music

Beginner

Narration, dubbing and soundtrack without a booth.

  • ElevenLabsBest naturalness, cloning and multi-language dubbing.
  • 2Murf AICheaper for straightforward corporate narration.
  • 3SunoOriginal background music you can licence for your video.
Saves a week of studio schedulingFull steps

Capture meeting notes and actions

Beginner

Transcripts, summaries and owned follow-ups without a note-taker.

  • Otter.aiCheap, reliable transcription with searchable history.
  • 2FathomFree tier with the cleanest action-item extraction.
  • 3GongWhen the meetings are sales calls and coaching matters.
Saves 30 minutes per meetingFull steps

Document a clinical consultation

Intermediate

Ambient notes so clinicians face the patient, not the keyboard.

  • AbridgeBuilt for clinical encounters with structured note output.
  • 2Dragon CopilotDeep integration with hospital record systems.
Saves 2 hours of admin a dayFull steps

Connect two apps so data flows

Beginner

Stop copying between systems by hand.

  • ZapierThe widest app coverage, so it usually just works.
  • 2MakeBetter value at volume and clearer branching logic.
  • 3n8nSelf-hostable when the data cannot leave your infrastructure.
Saves 5 hours a weekFull steps

Plan the week and protect focus time

Beginner

Tasks, deadlines and calendar in one plan that survives interruptions.

  • MotionAutomatically reschedules tasks around your real calendar.
  • 2ClickUp AIBest when the team already tracks work in one place.
  • 3Notion AIWorks if your notes and tasks already live in Notion.
Saves an hour a week, plus fewer dropped tasksFull steps

Set the rules for AI use at work

Intermediate

A short policy people follow, plus an approved-tool list.

  • ChatGPTDrafts the policy against your own risk register and sector rules.
  • 2ClaudeBetter at reviewing long contracts and vendor terms.
Saves the incident you would otherwise haveFull steps

Find and reach the right prospects

Intermediate

Build a list, enrich it and personalise outreach at a sane volume.

  • Apollo.ioContact data and sequencing in the same place.
  • 2HubSpot BreezeBest when the CRM is already HubSpot.
  • 3GongTells you which messages actually convert on calls.
Saves a day of list-building a weekFull steps

Answer common support questions automatically

Intermediate

Deflect repeat questions and hand the rest to a human with context.

  • Intercom FinHighest resolution rate on real help-centre content.
  • 2Zendesk AIBest fit when support already runs on Zendesk.
Saves 30–50% of ticket volumeFull steps

Plan content that wins search

Intermediate

Pick topics with demand you can realistically rank for.

  • Surfer SEOKeyword clusters plus the brief each page needs to beat.
  • 2PerplexityFast read on who currently owns each topic and why.
Saves a quarter of guessworkFull steps

Analyse a spreadsheet without writing code

Beginner

Upload data, ask questions, get charts and the working shown.

  • Julius AIChat-driven analysis that shows the code it ran.
  • 2ChatGPTGood enough for one-off files and quick charts.
  • 3HexWhen the analysis must be repeatable and shared with a team.
Saves half a day per analysisFull steps

Give the team self-serve dashboards

Advanced

Let non-analysts ask questions of governed company data.

  • ThoughtSpotNatural-language search over a governed data model.
  • 2Tableau PulsePushes changes and explanations to people who never open a dashboard.
  • 3DeepnoteBest for the analysts building the models behind it.
Saves most of the ad-hoc request queueFull steps

Ground answers in your own documents

Advanced

A retrieval system that answers from your content, with references.

  • NotebookLMZero-setup grounding for a fixed set of documents.
  • 2GleanCompany-wide retrieval with permissions inherited from source tools.
  • 3ClaudeLong context makes reference-backed answers easier to build.
Saves a knowledge bottleneck, turned into a queryFull steps

Complete tool chains

Whole workflows you can copy, with the order to use each tool and what it costs a month.

Content Creator Studio

Script, narrate and edit a video in one afternoon

Beginner
YouTubers & creators $57/month 4 steps
GPT

1. Script & hooksChatGPT

Turn a topic into a hook, outline and full script.

EL

2. NarrationElevenLabs

Generate a natural voiceover in your cloned voice.

RW

3. B-roll & visualsRunway

Generate cutaway shots and motion graphics.

CV

4. Thumbnail & publishCanva Magic Studio

Design the thumbnail and packaging assets.

Business Startup Launchpad

From idea to a live product with payments

Intermediate
Founders $60/month 4 steps
GPT

1. Validate & positionChatGPT

Pressure-test the idea, ICP and messaging.

CV

2. Brand kitCanva Magic Studio

Logo, colours and social templates.

LV

3. Build the productLovable

Ship the web app with auth and database.

ZP

4. Automate opsZapier

Route leads, receipts and onboarding emails.

NGO Donor Proposal

A researched, fundable proposal in two days

Beginner
NGOs & nonprofits $50/month 4 steps
PX

1. Evidence researchPerplexity

Gather cited statistics and donor priorities.

CL

2. Draft the proposalClaude

Write the narrative, logframe and budget notes.

GPT

3. Review & tightenChatGPT

Critique against donor criteria and trim.

GA

4. Pitch deckGamma

Turn the proposal into a donor presentation.

Developer Velocity Stack

Ship features faster with agents and reviews

Advanced
Developers $50/month 4 steps
CU

1. BuildCursor

Multi-file edits with codebase context.

GH

2. ReviewGitHub Copilot

Automated PR review and test generation.

N8

3. Automaten8n

CI notifications and internal agent tasks.

CL

4. DocumentClaude

Generate architecture docs and changelogs.

Student Study System

Understand more in half the study time

Beginner
Students $24/month 4 steps
CS

1. Find sourcesConsensus

Pull peer-reviewed evidence for the topic.

KH

2. Learn the conceptKhanmigo

Socratic tutoring until it clicks.

NO

3. Organise notesNotion AI

Summaries, flashcards and revision plans.

GM

4. PractiseGemini

Generate practice questions and mark answers.

Marketing Content Engine

A month of campaign content in a week

Intermediate
Marketing teams $74/month 4 steps
PX

1. Market researchPerplexity

Competitor and keyword landscape.

JS

2. Campaign copyJasper

On-brand posts, emails and ads.

ID

3. Ad creativeIdeogram

Typographic ad visuals and posters.

MK

4. Schedule & reportMake

Publish everywhere and track performance.