Replace Perplexity?

KINDA · weekend project
catalog price reference $20/mocategory 🔍 ai searchreported replacement votes 0

A retrieval-plus-LLM answer engine is buildable, but Perplexity's search stack, source ranking, UX, mobile/browser surfaces, and model access make full parity hard.

the prompt
Build me a personal answer engine like Perplexity, wrapping real search and LLM APIs,
not rebuilding them. Requirements:

- A local web app on localhost:3000: Node + Express + htmx, one input box, streamed
  answers.
- Per question: query the Brave Search API (key in .env), fetch the top 6 results with
  undici, extract readable text with @mozilla/readability + jsdom, then pass the
  question plus numbered excerpts to Claude or GPT (key in .env) with instructions to
  answer only from the excerpts and cite as [1][2].
- Render citations as footnote links; show the full source list under every answer.
- Follow-up questions stay in the same thread with prior Q&A in the context window.
- Threads stored in SQLite via better-sqlite3; a sidebar lists past threads by first
  question.
- If a page fails to fetch or extract, drop it and continue. Never cite a page that was
  not fetched.
- Binds to localhost only; no accounts, no telemetry, only the search and LLM calls
  leave my machine.
- Out of scope: crawling my own web index, model routing, and mobile apps. Answer
  quality tracks the search API, that is the deal.
- README: which keys to get (Brave Search has a free tier) and rough per-query cost.

$ open in your agent (prompt prefilled, you press enter) or copy it raw · this prompt is generated from the build plan · improve it via PR

why people still pay

They pay because answers arrive fast with sources and fewer query-building chores.

what you lose

xsearch quality

xsource ranking

xmodel routing

xmobile/browser apps

xpublisher integrations

xspeed

prior art to inspect before buildingPerplexicaOpen-source AI search engine inspired by Perplexity.
reported replacements · 0share on X ↗"Perplexity replacement research and build prompt"
questions
What does the Perplexity verdict mean?

The core job looks buildable, with meaningful gaps: search quality, source ranking. Read the full tradeoff list before committing. This research record is not a hosted IVCIFY tool.

What price does this directory record show for Perplexity?

The directory records $20/month for Pro, checked 2026-07-30. Verify the source before making a purchase decision. This reference stays outside retail Stack Math unless current matched evidence supports the comparison.

What do I lose by replacing Perplexity?

Honestly: search quality; source ranking; model routing; mobile/browser apps; publisher integrations; speed. If any of those are load-bearing for you, keep paying.

Is there an open-source alternative to Perplexity?

The listed prior art includes Perplexica (Open-source AI search engine inspired by Perplexity.). Inspect those projects before starting from a blank prompt.