Why Most Dictionary Apps Are Stuck in 2010 (And What We Built Instead)

Quick answer: Most dictionary apps tell you what a word means. They don't tell you which words appear next to it in real English, how common it is, what adjectives native speakers pair with it, or which related concepts cluster around it. Those are the things that make the difference between recognizing a word and using one. We rebuilt the SpeakShark dictionary popup to show all of it — in one tap, no leaving the conversation.

If you've ever looked up a word, understood the definition perfectly, and then a week later used it slightly wrong in a sentence — you've felt this gap directly. Definition isn't usage. Usage is everything around the word: collocations, register, frequency, the adjectives that natively combine with it. Most dictionaries don't show that.

This post is about what we built and why we think most dictionary apps are solving the wrong problem.

The 2010 dictionary stack

Open any major dictionary app today — Cambridge, Merriam-Webster, Oxford Learner's, Google's "define" widget. You'll see roughly the same things:

1. The word itself
2. IPA pronunciation
3. Audio button (sometimes US / UK)
4. Part of speech
5. 2–5 definitions
6. An example sentence per definition (sometimes)
7. Synonyms (usually a short, low-quality list)

This is a 2010-era dictionary. It hasn't changed because most users don't realize what they're missing.

What they're missing is distributional information — how the word is actually used by real English speakers. That's the information that turns recognition into production.

Three concrete examples:

"Wreak" has the dictionary definition "to cause something bad to happen." That's correct. It's also useless if you don't know that "wreak" is almost always followed by "havoc". The vast majority of real-world uses of "wreak" pair it with "havoc," "destruction," or "vengeance." A learner who picks up "wreak" from a dictionary and uses it in "the kids wreak fun" sounds wrong even though the definition fits.

"Ocean" is a noun. Dictionary gives you definitions. But what adjectives do native speakers use to describe oceans? "Vast", "deep", "calm", "rough", "boundless", "endless". Knowing these isn't optional — it's how you talk about oceans without sounding like a Wikipedia entry.

"Get" is one of the most common verbs in English. "Esoteric" is rare. A dictionary that doesn't signal this gives equal weight to both, and the learner ends up overusing rare words in casual conversation. The frequency signal is what tells you whether to use this word at all.

We wanted SpeakShark's dictionary to fix all three.

What the popup shows you

When you look up a word in SpeakShark now, the popup renders a multi-layered card in roughly the time it takes a normal dictionary to load a definition. Here's what each layer gives you, top to bottom:

Definition

Standard dictionary entries. Definitions per part of speech. Example sentences. This is the table-stakes layer.

IPA, syllables, part of speech

Pronunciation in IPA, syllable count, and part-of-speech tags — the kind of metadata you'd previously have to open a separate phonetics dictionary for.

For Vietnamese learners specifically, IPA matters a lot. Vietnamese learners often guess pronunciation from spelling — which fails on English's irregular orthography. IPA forces correct pronunciation.

Frequency band

A simple coloured pill tells you whether the word is Very common, Common, Uncommon, or Rare.

The bands map to real-world use: "Very common" is something you should use freely ("get", "work", "go"). "Common" is everyday vocabulary you can lean on ("remarkable", "particularly", "challenge"). "Uncommon" you should use sparingly. "Rare" — usually avoid in conversation unless you're quoting.

Learners stop overusing rare academic vocabulary in casual chat because they can see the word is rare.

Synonyms

The killer use case: "Don't say good every time." Look up good and the synonyms section gives you excellent · fantastic · superb · great · wonderful · pleasant · favorable · decent as clickable chips. Tap any chip to look up that word and decide if it fits.

This isn't novel by itself. What's novel is that the synonyms ship in the same popup as everything else, so you don't context-switch.

Collocations — words before and after

This is the gem.

The popup shows you the words that statistically appear before the queried word in real English, and the words that appear after.

Example for havoc:

• Words before: wreak, wreaks, cause, bring
• Words after: on, with, among, everywhere

So the popup tells you, point-blank: if you're using the word "havoc," it almost always follows "wreak" or "cause," and is often followed by "on" or "with."

This is information no dictionary I've used surfaces this prominently. It's information that turns "I know what havoc means" into "I know how to use havoc in a real sentence."

Vietnamese learners especially struggle with collocations because Vietnamese lexical pairing rules don't transfer. "Do homework" vs "make homework" can only be learned through collocational data — there's no grammar rule that predicts it.

Adjectives that describe it

Adjectives that native speakers commonly pair with the queried noun.

Look up ocean:

• vast, deep, calm, wide, pacific, atlantic, salt, frozen, boundless

Look up decision:

• final, right, wrong, important, difficult, quick, informed, executive

This populates "what adjectives sound natural with this noun" — which is one of the highest-impact moves a learner can make to sound less robotic. The adjective informed is band-7+ vocabulary for decision; most learners default to "good decision" or "bad decision" because they never saw a native pairing.

Related words and rhymes

A topic cluster of words that statistically co-occur with the queried word.

Look up cow: milking, farm, barn, dairy, pasture, calf, udder, moo

Useful for building thematic vocabulary. A learner doing a "farm life" unit can tap cow and see the surrounding vocabulary cluster.

Rhymes are mostly for fun — and for songwriting / poetry users. Look up motion → notion, potion, ocean, devotion. We added them because they're low-effort and cool, not because they're core to language learning.

How the popup renders

Everything above lives in one popup. From top to bottom:

[ word ]                                          x

/ipa/  ·  2 syllables  ·  [Very Common]    🔊US 🔊UK

NOUN
1. Definition 1
   "example sentence"
2. Definition 2

VERB
1. Definition...

═══════════════════════════════════════════
✨ SYNONYMS           [chip] [chip] [chip] ...
🔗 OFTEN PAIRED WITH
   Before "word":    [chip] [chip] [chip] ...
   After "word":     [chip] [chip] [chip] ...
📚 DESCRIBED AS       [chip] [chip] [chip] ...
#️⃣ RELATED           [chip] [chip] [chip] ...
🎵 RHYMES             [chip] [chip] [chip] ...
═══════════════════════════════════════════

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Every chip is clickable. Tap a synonym, the popup re-opens on that word. Tap a collocation, same thing. You can drill from ocean → boundless (adjective from "described as") → discover boundless synonyms (infinite, endless) → tap one → its collocations. A learner can do a 90-second deep dive into the lexical neighborhood of any word.

The chips are colour-coded by section — synonyms in emerald, collocations in violet, adjectives in cyan, related words in amber, rhymes in rose. Quick visual scan tells you which kind of information you're looking at.

Graceful when something is missing

Not every word has every kind of information. Rare words have thin collocation data. Proper nouns don't have synonyms. Idiomatic phrases don't always have describing adjectives.

When a section is empty, it silently disappears from the popup — no "no results" placeholder, no broken layout. The popup is never empty unless the word genuinely doesn't exist in any of the underlying sources, which essentially only happens for typos and made-up words.

The practical effect: the popup always feels alive. You get whatever information exists, presented as if that's what we always meant to show you.

What this changes for the workflow

Before, looking up a word was a 3-step ritual:

1. Open SpeakShark to see the word
2. Switch to Cambridge or Google to see collocations
3. Switch to another resource to check frequency

Now it's 1 step: tap the word in your transcript. Popup opens. Scroll down for the deep dive. Done.

Power user move: if a learner is reviewing a past session's vocab card, every chip is clickable. They can do an entire vocabulary review session by drilling — ocean → vast → expansive → enormous → trace the natural English lexical web for ten minutes. No context switching. Everything in-app.

Even a sentence-length mistake that a normal dictionary can't handle gets split into the individual words and phrases worth studying, so every card in your bank has a chip to start the drill from.

Limits

A few things this deep dive doesn't do, and probably shouldn't:

• Idioms — multi-word idioms don't always produce useful collocational data. For idioms we still show the dictionary entry plus the Grammar Reference's "Featured Phrases" section.
• Slang — newer slang ("rizz", "gyatt", "delulu") rarely produces meaningful collocations because the underlying data skews to written English. We accept that gap rather than ship low-quality Urban-Dictionary-style noise.
• Multi-word phrases — short multi-words like "look up" work well. Longer phrases sometimes return nothing because lookup is largely per-word.

For each limitation, the popup degrades cleanly. The section just doesn't render.

Try it

Open SpeakShark, look up any word from the Dictionary tab — or tap a vocabulary chip in your past mistakes. The deep dive is on every free account from day one. Pro lifts the daily lookup quota to unlimited.

The fastest way to feel the difference: look up a word you think you know. Then look at the collocations. If even one is unfamiliar, that's a vocabulary upgrade you didn't know you needed.

Definition is just the start.