AI guides
Task-based AI guides on AI Choice Engine map a job (coding, writing, research, local open weights) to model APIs, harnesses, and setup paths. Guides link to live catalogs and finders with verifiedAt dates on pricing claims.
Task guide · coding
A practical route through model quality, repository context, terminal access, review loops, and cost before you commit a team to an AI coding stack.
Developers, technical founders, and engineering teams choosing a daily coding workflow.
Read the guideAlternatives guide · Cursor
Cursor is an AI-native editor, so the right alternative depends on whether you want to keep your editor, move agent work to a terminal, change the model provider, or avoid a bundled usage pool.
Developers and teams evaluating Cursor alternatives for daily coding, delegated tasks, privacy, or editor compatibility.
Read the guideAlternatives guide · open source
Open-source coding agents are not one category: compare the client licence, editor or terminal surface, connected model, tool permissions, and whether inference stays local before you choose.
Developers and organisations looking for provider choice, local inference, inspectable clients, or an alternative to proprietary coding-agent seats.
Read the guideTask guide · writing
The best writing model is not the one that produces the most words. It is the one that keeps your voice, facts, and review workload under control.
Marketers, founders, editors, and teams producing repeatable written work.
Read the guideTask guide · research
A research workflow needs retrieval, source discipline, long-context handling, and a clear boundary between finding evidence and inventing an answer.
Analysts, consultants, students, and operators working through documents and live sources.
Read the guideTask guide · meetings
Meeting-note tools are workflow products, not just model wrappers. Compare recording permissions, summaries, action extraction, integrations, and retention before model quality.
Teams that need searchable notes, decisions, and owners without adding another admin job.
Read the guideTask guide · analysis
Data analysis needs a reproducible path from question to query, calculation, chart, and explanation. Compare tool use and verification, not just conversational polish.
Operators, analysts, and small teams exploring data without replacing review controls.
Read the guideTask guide · support
Support automation works when the system knows what it can answer, what it must escalate, and what it must never invent.
Support leads and operators choosing an assistant for repetitive customer questions.
Read the guideTask guide · images
Image workflow choices turn on editability, character and product consistency, readable text, speed, and commercial-use terms. This guide does not shortlist an image-output API model; distinguish image-input analysis from generation before choosing a production product.
Creators, marketers, and teams producing repeatable visual assets.
Read the guideTask guide · video
Video production tools differ on duration, motion, audio, editing, reference control, queue time, and price per usable second. This page is a workflow guide and does not shortlist a video-output model; verify the specific generation product and plan before buying.
Creators and marketing teams comparing video models for repeatable production.
Read the guideTask guide · agencies
Agencies need margin, repeatability, client separation, review controls, and a stack that contractors can learn quickly.
Small agencies and studios delivering research, content, design, or engineering work for clients.
Read the guideTask guide · open weights
Open weights, self-hosting, private inference, and a local workstation are different claims. This guide separates them before you buy hardware.
Developers and organisations considering open-weight deployment for privacy, cost, or control.
Read the guideTask guide · RAG
Retrieval quality, chunking, embedding choice, and citation discipline are important design variables to evaluate alongside the generator model.
Teams building search, support, or knowledge products over private documents.
Read the guideTask guide · voice
Voice products are a pipeline — speech-to-text, reasoning, text-to-speech, and telephony — not a single model pick.
Teams building phone agents, voice assistants, or real-time spoken interfaces.
Read the guideTask guide · automation
Useful automation connects triggers, structured steps, and review gates — not open-ended chat in a Zapier step.
Operators automating repetitive back-office, ops, or customer workflows.
Read the guideTask guide · spreadsheets
Spreadsheet AI is useful when it shows the formula, respects cell references, and fails visibly on missing data — not when it prettifies a guess.
Analysts, finance teams, and operators working in Excel or Google Sheets.
Read the guideComparison guide · app builders
Lovable and Bolt both turn natural-language briefs into runnable web apps in the browser. Choose on hand-off to GitHub, how much you need a real fullstack scaffold, and whether you will keep editing the generated code after the demo lands.
Founders, product designers, and small teams picking a browser AI app builder before committing credits, hosting, or a developer hand-off path.
Read the guideComparison guide · automation
Zapier's managed integration catalog may suit teams that value a hosted workflow editor; n8n may suit teams that need self-hosting or custom logic. Zapier Agents uses a separate activities meter from Zap tasks, so compare the relevant meters rather than quoting one 'Zapier AI price.' Pick from operating constraints, not “more AI features.”
Operations, marketing, and technical teams in the UK comparing Zapier and n8n before standardising workflow automation.
Read the guideAlternatives guide · Jasper
Jasper is a campaign-oriented writing platform. Its current pricing page lists Pro ($59/month billed yearly or $69 monthly) and custom Business; Pro is for one user, with additional seats handled through Business. The right alternative depends on whether you need brand voice at team scale, lighter drafting, SEO workflows, or everyday correctness across email and docs.
Marketing and content teams evaluating Jasper alternatives for brand campaigns, SEO drafts, or day-to-day business writing.
Read the guideComparison guide · CRM support AI
HubSpot lists 50 credits ($0.50) per resolved conversation. For Fin chat/email with Intercom, listed outcomes include $0.99 resolutions and $9.99 qualifications; standalone Fin on another helpdesk has no seat fee but a minimum monthly outcome commitment. Salesforce completed its acquisition of Fin on 2026-09-10. Confirm your product surface and contract terms.
UK support and RevOps buyers comparing HubSpot Agent Hub to Fin for AI customer resolution.
Read the guideComparison guide · AI writing
Jasper Pro is a single-seat marketing plan ($59/month billed yearly or $69 monthly), with custom Business for additional seats. Copy.ai is a GTM platform: five-seat Chat is $29 monthly or $24/month billed annually; Growth is 75 seats at $1,000/month. Stop comparing them as interchangeable “cheap writers.”
UK marketing and GTM leads choosing between Jasper and Copy.ai after Creator-tier retirements and GTM packaging.
Read the guideComparison guide · writing AI
Notion's pricing lists AI features with Business/Enterprise seats and Custom Agent credits separately; do not budget for a standalone $10 AI add-on. Jasper Pro is a single-seat marketing plan; Copy.ai Chat offers shared GTM chat before Growth at $1,000/month. Pick the surface that matches where work already lives.
UK teams deciding whether to buy a writing platform or unlock AI inside an existing Notion workspace.
Read the guideExit guide · automation
Relay.app's official notice says the service shut down in September 2026 and all accounts, workflows, and run history were permanently deleted. The live service is no longer an export path; rebuild from independent exports, documentation, or backups retained before shutdown.
Teams with live Relay.app workflows who need a UK-friendly exit path before the wind-down deadlines.
Read the guideAlternatives guide · Fireflies
Consider Fireflies when a shared meeting archive is a priority. Compare alternatives when you need personal notes, live captions, or a different capture style (bot vs bot-free). Verify each product's current plan and workflow before choosing.
Remote and hybrid teams comparing Fireflies alternatives for capture, search, CRM sync, and meeting privacy.
Read the guideThe decision rule
Start with the task, define what a successful result looks like, and only then use benchmark and price data to narrow the field.
Start a guided decisionKeep researching
Read the latest launch notes, switch guides, and benchmark explainers before you change a production workflow.
Common questions
Answered from the verified figures on this page rather than general guidance.
