Foundations
Site Search Finds Pages. Visitors Need Answers.
Traditional site search retrieves pages; answer-first search retrieves evidence, writes a concise response, and exposes the supporting sources.
6 min read
Field notes
AI search, without the hand-waving
Practical notes on grounded answers, website indexing, and operating AI search in production.
12Field notes
WordPress
What WordPress Search Misses — and Why It Matters
WordPress core searches post fields and can rank by relevance, but PDF body text and natural-language questions often require additional indexing.
5 min read
Foundations
When Visitors Search with Different Words
Semantic search compares meaning as well as literal wording, helping visitors reach relevant content without guessing the author’s exact terminology.
5 min read
Trust
Can You Trust AI Search on Your Website?
Grounded AI search retrieves evidence before generation, exposes citations, and needs an honest failure mode when the site cannot support an answer.
5 min read
Pricing
Managed AI Search vs DIY: What Small Websites Actually Need
AI search is not a choice between an expensive enterprise contract and a free plugin. The practical question is which parts of crawling, indexing, generation, security and maintenance your team wants to own.
7 min read
Operations
How Better Site Search Can Reduce Repetitive Support Questions
Better site search can help visitors resolve routine, content-backed questions before they contact support, but the result depends on content quality, retrieval and honest escalation—not a promised deflection percentage.
7 min read
Multilingual
Multilingual Website Search Without Translating Every Page
Cross-language search can translate or normalise a visitor’s question, retrieve evidence from a site in another language and return a sourced answer, but it does not translate the full website or remove the need to test language, terminology and interface behaviour.
7 min read
Operations
How to Add AI Search to a Website Without Building a Backend
A managed AI search service can remove the need to build a crawler, index, model integration and search API, while the site owner still needs to choose content, install a widget, test answers and allow time for indexing.
7 min read
Pricing
Why Cheap AI Search Can Produce a Surprise Bill
A buyer’s guide to the billing units and controls that determine the real monthly cost of AI site search, with a dated Achla AI pricing snapshot and a practical comparison checklist.
5 min read
Founder story
Building a Citation-First Search Product as a Solo Founder
A first-person founder essay about the product decisions behind Achla AI, the strengths and limits of solo ownership, and the evidence a site owner should inspect before trusting any small software vendor.
5 min read
Pricing
Why One AI Answer Costs $0.01—or $0.99
A dated, official-source comparison of five AI/search pricing models, followed by a fair worksheet for calculating cost per useful answer and a current Achla AI plan snapshot.
6 min read
Research
Can AI Search Answer Scientific Questions Without Losing the Sources?
A practical guide to designing and evaluating citation-first AI search for research centres, repositories and technical documentation, with clear scientific-review boundaries and a pilot checklist.
6 min read