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SEARCHAI SEARCH TUNER

Tune Search Relevance

Tune Search Relevance

Tune Search Relevance

Bring Precision and Meaning Together

Bring Precision and Meaning Together

Bring Precision and Meaning Together

Explore how keyword and vector search work together, adjust the settings and see how the results change. With SearchAI Search Tuner you can compare rankings and find the relevance balance that makes sense for your content and the people searching it.

Explore how keyword and vector search work together, adjust the settings and see how the results change. With SearchAI Search Tuner you can compare rankings and find the relevance balance that makes sense for your content and the people searching it.

October 29, 2026

October 29, 2026

A search engine can find hundreds of matches and still overlook the one that matters most. SearchAI lets you refine which results take precedence and see how even subtle adjustments reshape the ranking.

Vector search can find useful content that keyword search misses. It can also change the order of results people already depend on, sometimes on searches that were working fine. Getting the balance right matters, because people search in different ways. Someone looking up an exact product code wants a precise match, while someone describing a problem in everyday words wants the result that best fits what they mean. One setting won’t always suit both.

SEARCH TUNER

Search Tuner is where you test that balance. Pick a collection, type the searches your users actually run, and move the slider between keyword and vector. The results update as you go, with arrows showing what moved up or down. Nothing changes on your live site until you copy the settings across.

See how the search results change

See how the search results change

See how the search results change

Follow one query through two settings and watch the result list respond.

Find the balance between keyword and vector search

Find the balance between keyword and vector search

Find the balance between keyword and vector search

KEYWORD

60%

60%

VECTOR

40%

40%

1

Return policy for online orders

2

2

Starting a return or exchange

new

3

Refunds and store credit

1

See which results move up or down

See which results move up or down

Search Ratio sets how much of the ranking comes from the exact words and how much from the meaning.

Preview changes before applying them

Preview changes before applying them

Search Tuner lets you test settings against your search server without changing the live configuration.

ON YOUR SITE

80 / 20

Untouched. This is what customers still get.

IN SEARCH TUNER

60 / 40

What you are testing. Nothing is applied yet.

Copy API URL

Copy tune settings

Different content needs different settings

Different content needs different settings

Different content needs different settings

A product catalog, a help center and regulated documents are searched in different ways. Search Tuner lets you explore the keyword and vector balance for each collection. The examples below illustrate possibilities, not recommended settings.

SEARCH RATIO

Keyword

50%

Vector

50%

ECOMMERCE CATALOG

waterproof boots for wide feet

waterproof boots for wide feet

Search

Keyword only

Matches the words “waterproof” and “boots”. Misses the Gore-Tex wide-fit pair.

With tuning

Finds the Gore-Tex wide-fit boots, even though the shopper never typed those words.

SEARCH RATIO

Keyword

40%

Vector

60%

SUPPORT & HELP CENTER

my card keeps getting declined

my card keeps getting declined

Search

Keyword only

Returns anything mentioning “card” - gift cards, card rewards - before the fix.

With tuning

Leads with “Payment failed: troubleshooting”, the article that solves it.

SEARCH RATIO

Keyword

85%

Vector

15%

PHARMA & REGULATED

dosing for patients with kidney impairment

dosing for patients with kidney impairment

Search

Keyword only

Finds the prescribing-information section only when the wording matches exactly.

With tuning

Also catches “renal impairment”, and the high threshold keeps loose matches out.

How Search Tuner works

How Search Tuner works

How Search Tuner works

01

Start with keyword search

Run a familiar query. Adjust field weights, matching rules and fuzziness.

02

Introduce vector search

Move the keyword and vector balance, and set how close a match must be.

03

Compare the rankings

Watch which results climb, which fall and which appear for the first time.

04

Take the settings forward

Copy the API URL or the tuning values into your own search.

What else decides whether the right answer reaches the top

What else decides whether the right answer reaches the top

What else decides whether the right answer reaches the top

scanned-invoice-2019.pdf

BEFORE INDEXING

AFTER INDEXING

Title

—

Title

2019 Supplier Invoice - Acme

Description

—

Description

Net 30 payment terms, Q4

Keywords

—

Keywords

invoice, supplier, Q4, Acme

scanned-invoice-2019.pdf

BEFORE INDEXING

AFTER INDEXING

Title

—

Title

2019 Supplier Invoice - Acme

Description

—

Description

Net 30 payment terms, Q4

Keywords

—

Keywords

invoice, supplier, Q4, Acme

Make hard-to-find files easier to discover

Make hard-to-find files easier to discover

Many files arrive with little to no useful metadata. SearchAI can auto-generate titles, descriptions and keywords during indexing, helping scanned PDFs, Office files and exports become easier to find without manual tagging.

Catch the typo before it becomes a dead end

Catch the typo before it becomes a dead end

Misspelled queries should not lead to empty results. SearchAI can redirect to the suggested spelling when a search returns nothing - helping users recover quickly and continue their search.

SEARCH PREVIEW

technical reveiw

Showing results for

“technical review”

Search instead for “technical reveiw”

SEARCH PREVIEW

technical reveiw

Showing results for

“technical review”

Search instead for “technical reveiw”

AFTER RERANKING

1

Returns policy - damaged items

2

Exchange instructions

3

Store credit terms

AFTER RERANKING

1

Returns policy - damaged items

2

Exchange instructions

3

Store credit terms

Rerank results using the question

Rerank results using the question

SearchAI can use an LLM to reassess the retrieved shortlist against the query and change the order. The result still needs to be evaluated for relevance.

Search relevance is difficult to judge from settings and numbers alone. What matters is where the right answer appears when someone searches. Search Tuner makes that connection visible, showing how each adjustment changes the results people actually see.

Search relevance is difficult to judge from settings and numbers alone. What matters is where the right answer appears when someone searches. Search Tuner makes that connection visible, showing how each adjustment changes the results people actually see.

Timo Selvaraj, Chief Product Officer, SearchBlox

See what your search is missing

See what your search is missing

See what your search is missing

Go beyond one-size-fits-all search. Explore different keyword and vector settings, see how results rise or fall in ranking, and identify the relevance mix that works for your content, your audience and their search intent - all in one place.