🔍 How to Get the Best Results from Astro AI Title Search

Astro AI Title Search helps you find matching products quickly by analyzing the title you enter and returning the closest matches along with a confidence score.

The better your title, the higher the confidence — and the more accurate your results.

This guide walks you through what makes a great title, what to avoid, and how the confidence scoring works.

🎯 How Confidence Scores Work

Every result you get comes with a confidence score that tells you how certain the AI is about a match:

Band	Score	What it means
✅ Auto Approve	95–100	Near-certain match. Safe to use without review.
🟡 Likely Match	80–94	Strong match, minor differences possible. Quick review recommended.
🔴 Needs Review	60–79	Possible match, but some details are ambiguous. Manual review needed.

Results below 60 are discarded automatically — they're too uncertain to be useful.

A well-written title pushes results into the Auto Approve band.
A vague or incomplete title tends to land in Needs Review — or returns nothing at all.

💡 The Golden Rule

If a person can tell two similar products apart from your title, the AI can too.

Think of it this way: if someone walked into a store and you described the product to them with just your title, would they hand you back exactly the right thing?

If yes — you're in good shape. ✅

📐 Recommended Title Format

Structure your titles in this order for best results:

Brand → Product Type → Flavor / Color / Variant → Size / Weight / Volume → Pack Size

✅ Good Examples

Title	Why it works
Fujifilm Instax Wide 400 Instant Camera (Black)	Brand + product type + model number + color
L'Oreal Paris Colour Riche Monos Eyeshadow, Grand Bleu, 0.12 oz	Brand + product line + variant name + weight
Pears Bar Soap Oil Clear 125g	Brand + product type + variant + weight
Dove Men+Care Extra Fresh Body Wash 18 oz	Brand + product line + variant + size

📦 Using Astro AI Title Search in Bulk

Most users are not manually typing titles one by one — and that's exactly what Astro AI Title Search was built for.

In real-world wholesale sourcing, you'll often be working with:

📋 Supplier spreadsheets
📤 Exported inventory lists
🕸️ Scraped retailer data
📂 Catalog files without UPCs
🗂️ Thousands of raw product titles at once

The Astro AI Bulk Title Matcher is designed specifically for this workflow.

🔄 Typical Bulk Workflow

A common workflow looks like this:

Use a scraper, supplier feed, or inventory export to collect product titles
Upload the spreadsheet or CSV directly into Astro
Let the AI process thousands of titles in bulk
Review high-confidence matches first
Manually review anything in the "Needs Review" range

This lets you process massive catalogs far faster than manually searching products one by one on Amazon.

🧹 You Do NOT Need Perfect Data

A lot of supplier lists are messy. Many suppliers:

❌ Do not provide UPCs
❌ Use inconsistent formatting
❌ Leave out pack quantities
❌ Use shortened or partial titles
❌ Include internal supplier codes inside titles

That is completely normal.

The AI is designed to work with imperfect wholesale data. While cleaner titles always improve results, the system is specifically trained to identify products even when the source data isn't perfect.

For example, these messy titles can still work surprisingly well:

Dove Men Care Extra Fresh BW 18oz
Loreal Colour Riche Grand Bleu .12oz
Pears Soap Oil Clear 125 g

The better the data, the higher the confidence score — but bulk sourcing workflows are expected to contain imperfect titles.

🛠️ Bulk Sourcing Best Practices

When processing thousands of titles at once, a few small improvements to your source data can dramatically improve match quality.

1. 🏷️ Keep Brand Names Intact

The brand name is usually the single biggest factor in successful matching.

If your scraper or supplier export removes brands, confidence scores will drop significantly.

2. 🔎 Avoid Removing Product Details

Do not aggressively clean titles to make them "shorter." Things like:

Flavor
Color
Scent
Size
Model numbers
Pack quantity

...all help the AI distinguish between similar products.

3. 📏 Leave Spacing and Formatting Natural

Even messy titles work better when words are separated properly.

Bad: DoveMenCareExtraFresh18oz
Better: Dove Men+Care Extra Fresh 18 oz

⚡ The Goal of Bulk Matching

The purpose of Astro AI Bulk Title Matcher is not to make you manually review every single row.

The goal is to:

✅ Eliminate hours of manual Amazon searching
✅ Instantly identify obvious matches
✅ Surface the most likely ASINs automatically
✅ Let you focus only on edge cases and uncertain products

Instead of manually searching 10,000 supplier products, you may only need to review a few hundred lower-confidence rows.

That is where the real speed advantage comes from.

📝 What to Always Include

1. 🏷️ Brand Name

This is the single most important piece of information.

Without a brand name, a title like Body Wash 18 oz could refer to dozens of products from different manufacturers — most of which won't match.

2. 🗂️ Product Type

Be specific about what the product actually is.

Spray is vague. Bathroom Cleaner Spray is much more useful.

3. 🎨 Variant Details

Flavor, scent, color, and finish matter — especially when a product comes in multiple versions.

Dove Men+Care Body Wash alone is ambiguous because it comes in several scents like Extra Fresh and Deep Clean. Specifying the variant removes that ambiguity and improves your confidence score.

4. ⚖️ Size, Weight, or Volume

Include the numeric value and unit: 5 oz, 125g, 1L, 500ml.

This is especially important for products sold in multiple sizes.

5. 📦 Pack Size (when applicable)

If you're looking for a multipack, say so: Pack of 4, 3-count, 6-5.5oz.

Leaving this out could match you to a single unit when you need a bundle — or vice versa.

6. 🔢 Product Codes (when you have them)

UPC, GTIN, EAN, model numbers, and manufacturer codes are not required — but including them significantly improves accuracy when matching exact product variants.

If you have them, add them.

🚫 What to Avoid

❌ Vague titles with no identifying details

Bad: Decal Softener

This has no brand, no product type, no size, and no variant. The AI has almost nothing to work with. Results will be sparse and confidence scores will be low.

Better: Micro Sol Setting Solution Decal Softener 1 oz ✅

❌ Jumbled text with no spaces or structure

Bad: d6Cube12mmPhantom TLgd (36)

When there are no spaces between words and the title is cryptic, the AI cannot reliably parse what the product is.

Better: Chessex Phantom 12mm D6 Dice Set, 36 Count ✅

❌ Heavy abbreviations

Bad: Biokleen BAC OUT CLEANER SPRAY BTHRM

Abbreviations like BTHRM make the title ambiguous. Spell things out.

Better: Biokleen Bac-Out Bathroom Cleaner Spray ✅

🤖 The AI Handles Complex Titles Just Fine

You don't need to simplify complex product names.

When the title is specific and well-formed, the AI can handle unusual formatting, measurements, symbols, and long names without any issues.

These all work well:

1/4oz Zap-a-Gap CA+ 12 Seconds
JUST FOR ME CURL PEACE SMOOTHING PONYTAIL & EDGE CONTROL 6-5.5oz #7086
SUPER CLEAR COVERED STORAGE BOX 15.9 qt - 16.5"x 11"x 6.9"

The key is that a human can read them and understand what the product is.

If that's true — the AI will too. 🧠

✅ Quick Reference Checklist

Before submitting a title, run through this:

☑️ Does it include the brand name?
☑️ Does it specify the product type?
☑️ Does it include the flavor, color, or variant (if the product has multiple)?
☑️ Does it include the size, weight, or volume?
☑️ Does it include pack size if relevant?
☑️ Are all words spelled out (no heavy abbreviations)?
☑️ Is there adequate spacing between words?
☑️ Is there at least 3 words in the title? (Minimum required by the system)

📌 Summary

The Astro AI Title Search is a powerful tool — but it works best when you give it enough to go on.

A precise, descriptive title with a brand name, product details, and size information will consistently return high-confidence matches.

Vague or incomplete titles will return fewer results with lower confidence scores — not because the AI is failing, but because the data itself is ambiguous.

Think of your title as a product description you'd use to find something in a store. The more clearly you describe it, the faster you find exactly what you're looking for. 🎯