· AI idea-validation copilot ·

Find what to build next.

Stop guessing. FindToBuild turns a vague interest into a ranked shortlist of product ideas — validated by real search demand, competition and trends.

Real demandCompetitionMomentumGapsAI search

Built for indie hackers and founders — every verdict backed by live data.

FindToBuild · workbenchlive
What should I build for freelance designers?
keyword_ideaskeyword_trends· 2 credits
invoicing for designers12.1KLow
client portal saas8.4KMed
contract templates ai5.2KLow

Strong, rising demand with low competition — a lightweight invoicing tool looks worth prototyping.

1,400+

Live data tools the agent can call

50+

Deeply integrated research tools

Multi-model

Powered by Gemini

Multilingual

English, 中文 and counting

· Signals ·

Decide with data, not vibes

Every idea is pressure-tested against the same signals a seasoned founder would check.

Real demand

Monthly search volume and keyword ideas reveal whether anyone is actually looking for it.

Competition

Keyword difficulty and SERP competitors show how hard it is to break in.

Momentum

Multi-year trend curves separate rising demand from fading fads.

Gaps

Domain and content gaps surface underserved niches competitors are missing.

AI search

See how ChatGPT and AI search treat a topic, so you build for where attention is moving.

· Capabilities ·

A pro-grade research toolkit, driven by AI

From keywords to social radar to competitive analysis — the agent orchestrates live data tools on demand. No SEO degree required.

01

Keyword research

Discover demand, difficulty, intent and trends before you write a line of code.

Keyword ideasKeyword difficultySearch volumeSearch intentSearch trends
02

X / Twitter radar

Scan just-launched products and emerging terms before Google Trends catches up.

Launch scanX post searchX buzz volumeX news search
03

Competitor & gap analysis

See who already ranks, what pages win, and the keywords everyone is missing.

SERP competitorsDomain competitorsContent gapTop pages
04

Domain & traffic intel

Size up any site with rank, traffic estimates, ranked keywords, WHOIS and tech stack.

Domain overviewTraffic estimateRanked keywordsWHOIS lookupTech stack
05

Backlinks & authority

Judge how hard a niche is with referring domains, anchors and spam signals.

Backlink overviewReferring domainsAnchorsNew & lost backlinksSpam score
06

SERP & site audit

Inspect live Google and YouTube results, then audit any page for on-site issues.

Google SERPYouTube SERPPage audit
07

AI search visibility

Track how ChatGPT and AI search surface a topic — build for where attention is going.

AI search volumeAI mentionsAI top domains

· How it works ·

From hunch to shortlist in three steps

A focused workflow that does the boring research for you.

01

Describe your interest

Tell the agent the space, audience or problem you care about — in plain language. Seed prompts help you start, and every session is saved.

Plain languageSeed promptsMultilingual
Discover demandValidate an ideaSize up competitors

I want to build something for freelance designers.
What has real demand right now?

gemini-3.6-flash
02

AI runs the research

It plans the queries, calls live data tools, and streams demand, difficulty, trends and competitor gaps as they land — with per-call credit costs in the open.

Live data toolsStreaming resultsTransparent credits
keyword_overview1 credit
serp_competitors1 credit
keyword_trendsrunning…

Volume

12.1K

Trend

03

Get a ranked shortlist

Receive concrete, buildable ideas with the data and reasoning behind each one — ready to compare, challenge, or take straight to a prototype.

Ranked ideasEvidence attachedSaved & synced
01

Lightweight invoicing for designers

12.1K/mo · low competition

Prototype
02

Client portal micro-SaaS

8.4K/mo · low competition

Watchlist
03

AI contract templates

5.2K/mo · low competition

Crowded

Live signals from the sources that matter

Google SearchGoogle Ads volumeSearch trendsX / Twitter signalsYouTube SERPChatGPT & AI searchBacklink graphOn-page audits

· Product ·

A workbench built for momentum

Everything you need to go from curiosity to a validated plan.

Multiple agent sessions

Run separate explorations in parallel and keep each thread organized.

invoicing toolsAI for SMBdesign niches+ new

Streaming answers

Watch reasoning and results appear in real time, with live tool-call status.

Live data tools

Keywords, trends, competitors, X signals and AI search — fetched live, never invented.

Saved & synced

Sessions are stored securely, so you can pick up on any device.

· Use cases ·

Built for people who ship

Whether you're validating a weekend project or a company, start from evidence.

Indie hackers

Find low-competition niches with real demand before you sink a weekend into building.

Solo founders

Pressure-test a direction against competitors, gaps and trends — and defend it with data.

Content & SEO

Map keyword clusters, spy on top pages, and see where AI search is heading next.

· Sample report ·

An idea report, at a glance

Structured output you can actually act on.

Idea

Lightweight invoicing for freelance designers

Demand

12.1K/mo

Competition

Low–medium

Trend

+38% YoY

Verdict

Worth a prototype

Trend

· Pricing ·

Simple, founder-friendly pricing

Currently in early access — no credit card, no commitment.

Early access
Freewhile in beta
  • 1,400+ live data tools, orchestrated by the agent
  • AI agent that plans and runs the research for you
  • Powered by Gemini — Google's fastest AI model
  • Unlimited sessions, saved and synced
  • Multilingual — English, 中文, replies in your language
Get early access

Invite-only during the early phase.

· FAQ ·

Questions, answered

What exactly does FindToBuild do?

It's an AI copilot that helps you discover and validate product ideas using live search-demand, competition and trend data — then summarizes them into buildable shortlists.

Where does the data come from?

Live data tools cover Google keyword volume, difficulty, SERP, backlinks and domain analysis, plus X/Twitter signals and AI-search visibility — all orchestrated by the agent through function calling, with per-call credit costs shown.

Is the data reliable?

Metrics come straight from live data providers — the agent never invents numbers. If a tool returns nothing, it says so instead of guessing.

Do I need to know SEO to use it?

No. It's designed for beginners: describe your idea in plain words, and the agent picks the right tools and explains each metric as it goes.

Can I sign up?

Access is invite-only during the early phase. If you have an account, simply log in to open the workbench.

Which languages are supported?

The product ships in English and 中文 today, and the agent replies in whatever language you write in — with more locales on the way.

Find what to build next

Early access is invite-based — log in with your invite, or apply in one click.

Get early access