The difference between a mediocre AI-generated track and one that sounds genuinely professional almost always comes down to the prompt. And the single most important element of any music prompt is genre-specific vocabulary. Telling the AI "make a rock song" gives it almost nothing to work with. Telling it "mid-tempo indie rock, jangly Rickenbacker guitars, driving hi-hat, reverb-soaked vocals, wistful and restless" gives it a blueprint.
This guide is a genre-by-genre reference for AI music prompting. Each section breaks down the key vocabulary, production elements, and ready-to-use prompt examples for major genres and their sub-genres. Whether you're working in Suno, Udio, ElevenLabs, or any other AI music generator, these principles and vocabulary apply universally.
Bookmark this page. You'll come back to it.
How Genre Prompts Work
AI music models are trained on vast libraries of tagged audio. When you include genre terms in your prompt, you're activating clusters of musical patterns the model has learned — specific instrument timbres, rhythmic feels, production aesthetics, vocal styles, and song structures associated with that genre.
The more precise your genre vocabulary, the more specific the output. "Electronic" could mean anything from ambient to gabber. "Deep house, 122 BPM, rolling bassline, filtered vocal chops, warm analog synth pads" means exactly one thing. That precision is your creative control.
A few principles apply across every genre:
- Name the sub-genre, not just the parent genre. "Shoegaze" is far more useful than "rock."
- Specify instruments that define the sound. Each genre has signature instruments — name them.
- Describe the production aesthetic, not just the composition. "Lo-fi tape hiss" and "crystal-clear digital production" are the same genre but completely different sounds.
- Include tempo and energy cues. Even within a genre, tempo changes everything. 120 BPM house and 140 BPM house are different experiences.
- Reference an era when it matters. "90s alt rock" and "2020s alt rock" share a name but have distinct sonic characteristics.
Rock & Alternative
Rock is one of the broadest genre categories, and vague rock prompts tend to produce generic results. The key is specifying which corner of rock you're targeting. Here are the sub-genres that AI generators handle particularly well:
Indie Rock — Think Modest Mouse, Pavement, early Arcade Fire. Key vocabulary: jangly guitars, angular riffs, lo-fi warmth, conversational vocals, driving drums, off-kilter melody. Indie rock prompts benefit from specifying imperfection — the slightly rough edges are part of the sound.
Alt Rock — Broader than indie, pulling from the 90s alternative tradition. Key vocabulary: distorted power chords, dynamic shifts (quiet verse/loud chorus), crunchy guitar tone, angsty vocals, tom-heavy drums, feedback.
Post-Punk — Joy Division, Interpol, Fontaines D.C. Key vocabulary: driving bass, sparse angular guitar, mechanical drums, baritone vocals, cold reverb, dark and urgent mood. Post-punk prompts work best when you emphasize rhythm section over guitar and lean into atmosphere.
Shoegaze — My Bloody Valentine, Slowdive. Key vocabulary: wall of distorted guitars, heavy reverb, buried ethereal vocals, tremolo, feedback drones, dreamy and hazy, washed-out. This genre is almost entirely about texture and atmosphere.
Copy-paste prompts:
- "Indie rock, jangly Telecaster guitars, tight punchy drums, walking bassline, male vocals slightly raspy and conversational, upbeat but melancholy, lo-fi warmth, lyrics about wasted weekends in a nowhere town"
- "90s alt rock, heavy distorted guitar riff, quiet verse with clean arpeggios building to loud explosive chorus, aggressive drumming, angsty female vocals, raw and unpolished production"
- "Shoegaze, wall of layered distorted guitars, heavy reverb on everything, ethereal buried female vocals, slow dreamy tempo, swirling feedback, bittersweet and hypnotic"
Hip Hop & R&B
Hip hop and R&B are where custom lyrics make the biggest difference. AI-generated rap lyrics tend to be generic and lack the cadence and wordplay that make great hip hop compelling. Always write your own bars if you're working in this genre. For R&B, personal and emotionally specific lyrics are what separated Xania Monet from thousands of other AI R&B tracks.
Trap — The dominant hip hop production style. Key vocabulary: 808 bass (heavy sub-bass), hi-hat rolls, snare rolls, dark minor key melodies, ominous synth pads, hard-hitting kick, ad-libs, triplet flow. Specify "808" explicitly — it's the defining element.
Boom Bap — The classic East Coast sound. Key vocabulary: dusty vinyl samples, chopped soul loops, punchy boom-bap drums, scratching, lyrical flow, head-nod groove, SP-1200 grit. This style rewards simple, hard-hitting beats over complexity.
Lo-fi Hip Hop — Study beats, chill vibes. Key vocabulary: mellow jazz piano chops, vinyl crackle, tape saturation, lazy swing drums, side-chain compression, ambient rain or city noise, warm and hazy. Usually instrumental — specify "no vocals" or "instrumental" if you want a clean beat.
Contemporary R&B — Key vocabulary: smooth vocal runs, layered harmonies, minimalist production, 808s, breathy intimate vocals, neo-soul chords, reverb, sensual mood. R&B prompts benefit from emotional descriptors more than most genres — "vulnerable," "intimate," "late-night" all steer the output meaningfully.
Copy-paste prompts:
- "Trap, heavy 808 bass, rapid hi-hat rolls, dark ominous piano melody, hard snare, aggressive male vocals with confident delivery, minor key, high energy, lyrics about proving doubters wrong"
- "Boom bap hip hop, dusty chopped soul sample, punchy kick and snare, vinyl crackle, scratching, lyrical male vocals with complex rhyme schemes, nostalgic New York vibe"
- "Contemporary R&B, breathy intimate female vocals, layered harmonies, minimalist 808 beat, soft piano chords, late-night mood, vulnerable and emotional, slow tempo"
Hear What Great Prompts Produce
Browse tracks by genre on Jam.com to hear what the best AI music creators are making — and get inspired for your next prompt.
Electronic & Dance
Electronic music is where AI generators often shine brightest, because the genre is inherently synthetic — there's no uncanny valley when every element is supposed to sound electronic. Sub-genre specificity matters enormously here because the umbrella of "electronic" covers wildly different sounds.
House — Key vocabulary: four-on-the-floor kick, hi-hat pattern, rolling bassline, vocal chops, piano stabs, warm pads, 120-128 BPM. Sub-variants matter: deep house (warm, minimal, soulful), tech house (driving, percussive, groovy), progressive house (building, melodic, euphoric).
Techno — Key vocabulary: relentless kick drum, industrial textures, metallic percussion, hypnotic repetition, dark atmosphere, acid 303 bassline, 130-145 BPM. Techno prompts should emphasize rhythm and texture over melody.
Ambient — Key vocabulary: slow-evolving pads, granular textures, drone, field recordings, spatial reverb, no percussion, ethereal, meditative, glacial pace. Ambient works well as background music and for content creation. Tools like Soundraw (trained exclusively on in-house productions, $10-50/month) specialize in this kind of instrumental content.
Drum and Bass — Key vocabulary: breakbeat drums, fast tempo (160-180 BPM), heavy sub-bass, reese bass, chopped Amen break, high energy, rolling percussion, atmospheric pads. Always specify the high BPM — without it, the AI will default to a more moderate tempo.
Synthwave — Key vocabulary: analog synth arpeggios, gated reverb drums, retro 80s aesthetic, neon atmosphere, pulsing bassline, cinematic build, Juno-106 pads, LinnDrum. Synthwave is one of the most prompt-responsive genres because its aesthetic is so well-defined.
Copy-paste prompts:
- "Deep house, 122 BPM, four-on-the-floor kick, warm rolling bassline, filtered female vocal chops, lush analog synth pads, subtle percussion, late-night club groove, hypnotic and smooth"
- "Dark techno, 138 BPM, pounding industrial kick, metallic percussion hits, acid 303 bassline, hypnotic loop, cavernous reverb, menacing atmosphere, no vocals"
- "Synthwave, pulsing analog arpeggios, gated reverb snare, warm Juno-106 pads, driving bassline, cinematic 80s retro vibe, neon-lit night drive energy, instrumental"
Pop
Pop is deceptively hard to prompt well because "pop" on its own is almost meaningless — it just means "popular." The best pop prompts always specify which flavor of pop you're after. AI generators tend to default to a safe, radio-friendly sound with pop prompts, which can be exactly what you want or frustratingly bland depending on your goals.
Indie Pop — Key vocabulary: bright acoustic guitar, handclaps, shimmering synths, upbeat and breezy, light-touch drums, catchy whistleable melody, sunshine vibes, clean warm vocals. Think early Vampire Weekend or MGMT.
Synth Pop — Key vocabulary: pulsing synth bass, arpeggiated synth melody, electronic drums, 80s-inspired, chorus-drenched vocals, new wave influence, danceable mid-tempo. The line between synth pop and synthwave is thin — synth pop is more song-oriented with vocals, synthwave is more instrumental and cinematic.
Art Pop — Key vocabulary: experimental production, unconventional song structure, layered textures, avant-garde elements mixed with accessible melody, atmospheric, bold and theatrical. Art pop gives the AI permission to be weird, which can produce some of the most interesting generations.
Copy-paste prompts:
- "Indie pop, bright strummed acoustic guitar, handclaps, shimmering glockenspiel, catchy singalong chorus, upbeat and sunny, breezy female vocals, feel-good summer energy"
- "Synth pop, pulsing synth bassline, sparkling arpeggiated lead synth, electronic drums with gated reverb, 80s new wave influence, male vocals with chorus effect, danceable and nostalgic"
Country & Folk
Country and folk are genres where lyrics carry the most weight, so custom lyrics are especially important here. AI generators have gotten remarkably good at country production — the acoustic guitars, pedal steel, and fiddle all render well. The challenge is that AI-generated country lyrics tend to lean on every cliche in the book (trucks, dirt roads, cold beer, Friday nights). Write your own.
The Breaking Rust project proved that AI country music can compete at the highest commercial level — it topped Billboard's Country Digital Song Sales chart. The genre is wide open for AI creators who bring authentic storytelling.
Modern Country — Key vocabulary: acoustic guitar, electric guitar with twang, pedal steel, tight drums, polished Nashville production, male or female vocals with subtle Southern accent, storytelling lyrics, anthemic chorus.
Americana — Key vocabulary: rootsy, acoustic instruments, mandolin, banjo, slide guitar, warm analog recording, front-porch feel, weathered vocals, storytelling, bluegrass influence. Americana sits between country and folk with a rougher, less polished edge.
Folk — Key vocabulary: fingerpicked acoustic guitar, sparse arrangement, intimate vocal delivery, harmonica, gentle strings, narrative lyrics, warm and organic, campfire feel. Folk prompts work best when you emphasize simplicity and space.
Copy-paste prompts:
- "Modern country, bright acoustic guitar strumming, subtle pedal steel, tight snare, polished Nashville production, male vocals with warm Southern inflection, anthemic uplifting chorus, mid-tempo, storytelling about small-town resilience"
- "Americana folk, fingerpicked acoustic guitar, mandolin fills, upright bass, brushed drums, weathered male vocals, warm analog lo-fi recording, front-porch storytelling vibe, lyrics about a long drive home"
- "Intimate folk, solo fingerpicked nylon-string guitar, soft breathy female vocals, minimal arrangement, gentle room reverb, sparse and vulnerable, whispered feeling, lyrics about quiet mornings alone"
Jazz & Soul
Jazz is one of the trickier genres for AI because the genre's identity is built on improvisation, swing feel, and instrumental virtuosity — things that are hard to communicate in a text prompt. That said, AI generators can produce very convincing jazz-adjacent tracks, especially in the more structured sub-genres.
Neo-Soul — Key vocabulary: warm Rhodes electric piano, jazzy chord progressions, live-sounding drums with swing, smooth bass, lush vocal harmonies, Fender Rhodes, Moog bass, vinyl warmth. Neo-soul sits at the intersection of jazz, R&B, and hip hop, and AI handles it well because the production style is well-defined.
Jazz Fusion — Key vocabulary: complex chord changes, odd time signatures, virtuosic electric guitar, fretless bass, polyrhythmic drums, improvisational feel, technically demanding, 70s jazz-rock energy. Fusion prompts benefit from naming specific instruments prominently.
Smooth Jazz — Key vocabulary: saxophone melody, soft electric piano, light brushed drums, walking bass, polished production, relaxing mood, easy listening, warm and mellow. Smooth jazz is the most accessible jazz sub-genre for AI and tends to produce reliable results.
Copy-paste prompts:
- "Neo-soul, warm Rhodes electric piano, jazzy extended chords, live drums with lazy swing, Moog bass, lush female vocal harmonies, vinyl warmth, late-night intimate atmosphere, sensual and smooth"
- "Smooth jazz, soprano saxophone lead melody, soft electric piano comping, light brushed snare, walking upright bass, polished warm production, relaxing and sophisticated, instrumental"
Classical & Cinematic
Classical and cinematic music is a strong suit for several AI tools, particularly AIVA (starting at €15/month), which specializes in orchestral composition and is recognized by France's SACEM as a composer. AIVA includes a MIDI editor for fine-tuning, which is valuable for cinematic work where you might need precise control over dynamics and arrangement.
For general-purpose generators like Suno, orchestral prompts work best when you specify the ensemble, the emotional arc, and the cinematic context.
Orchestral — Key vocabulary: full orchestra, strings section, brass fanfare, woodwind countermelody, timpani, dynamic crescendo, sweeping melody, concert hall reverb. Specify the size of the ensemble — "chamber strings" produces something very different from "full symphonic orchestra."
Film Score — Key vocabulary: cinematic, epic build, tension strings, brass stabs, emotional crescendo, dramatic percussion, Hans Zimmer-style (use sparingly), trailer music, heroic theme. Film score prompts benefit enormously from describing the scene or emotion rather than the music itself: "the moment the hero stands up for the last time" often produces better results than a list of instruments.
Ambient / Modern Classical — Key vocabulary: solo piano, sparse strings, glacial pace, minimalist, Satie-inspired, contemplative, spacious reverb, gentle arpeggios, melancholy beauty. This crossover between classical and ambient is one of the easiest genres to generate high-quality results in.
Copy-paste prompts:
- "Cinematic orchestral, full symphony orchestra, soaring strings melody, bold brass fanfare, timpani rolls, building from quiet contemplation to triumphant climax, heroic and emotional, epic film score"
- "Minimalist modern classical, solo grand piano, sparse delicate arpeggios, gentle sustain pedal, contemplative and melancholy, Satie-inspired, spacious concert hall reverb, slow and introspective"
- "Dark cinematic tension, low strings tremolo, dissonant brass swells, sparse percussive hits, building dread, horror film atmosphere, unsettling and suspenseful, no resolution"
Tips for Cross-Genre Prompts
Some of the most interesting AI music comes from combining genre elements that don't usually appear together. AI generators handle genre blending surprisingly well because they aren't constrained by the practical limitations of hiring musicians who specialize in one style.
The trick to effective cross-genre prompts is being explicit about which elements come from which genre. Don't just say "jazz rock" — say "rock song structure with jazz chord progressions, distorted guitar over brushed jazz drums, saxophone solo in the bridge." Tell the AI exactly where the genres intersect.
Some cross-genre combinations that produce consistently strong results:
- Lo-fi hip hop + jazz — Jazz piano chops over hip hop drums with vinyl texture. A proven combination that's become its own micro-genre.
- Country + indie rock — Twangy electric guitar with indie rock production aesthetics. Think alt-country or country-adjacent indie.
- R&B + electronic — Intimate R&B vocals over minimalist electronic production. Glitchy beats, chopped vocal processing, atmospheric synths.
- Classical + ambient electronic — String quartet with synthesizer pads and electronic textures. Nils Frahm territory.
- Folk + post-rock — Acoustic fingerpicking that builds into layered, cinematic crescendos with electric guitars and reverb.
One final tip: after you've generated a cross-genre track you like, try running the same concept with slight variations three or four more times. Cross-genre prompts have higher variance in their output — some generations will nail the blend perfectly while others will lean too heavily toward one genre. Generating multiple versions and selecting the best one is even more important here than with single-genre prompts.
The genre vocabulary in this guide is a starting point, not a ceiling. As you experiment, you'll develop your own prompt patterns and discover combinations that consistently produce the sound you're looking for. The best AI music creators build personal prompt libraries over time — collections of tested phrases and structures they can remix and recombine for each new track. Start building yours now.