Talking Character Pipeline

talking character pipeline

create professional talking character videos from scratch using the complete varg.ai sdk workflow.

overview

this pipeline combines multiple services to create a fully produced talking character video:

1. character headshot generation
2. voiceover synthesis
3. character animation
4. lipsync
5. auto-generated captions
6. social media optimization

total time: ~4-5 minutes per video

step-by-step workflow

1. create character headshot

bun run service/image.ts soul "professional headshot of a friendly person, studio lighting" true

output: character image url + s3 url
time: ~30 seconds

tip: be specific about character appearance, lighting, and style for best results

2. generate voiceover

bun run service/voice.ts elevenlabs "hello world, this is my character speaking" rachel true

output: media/voice-{timestamp}.mp3 + s3 url
time: ~10 seconds

tip: choose voice that matches character (rachel/bella for female, josh/antoni for male)

3. animate character

bun run service/video.ts from_image "person talking naturally, professional demeanor" <headshot_url> 5 true

output: animated video url + s3 url
time: ~2-3 minutes

tip: use subtle motion prompts like "person talking naturally" or "slight head movement"

4. add lipsync

bun run service/sync.ts wav2lip <video_url> <audio_url>

output: lipsynced video url
time: ~30 seconds

tip: wav2lip works best with close-up character shots and clear audio

5. add captions

bun run service/captions.ts <video_path> captioned.mp4 --provider fireworks

output: captioned.mp4 with subtitles
time: ~15 seconds (includes transcription)

tip: fireworks provider gives word-level timing for professional captions

6. prepare for social media

bun run service/edit.ts social captioned.mp4 final-tiktok.mp4 tiktok

output: final-tiktok.mp4 optimized for platform
time: ~5 seconds

platforms: tiktok, instagram, youtube-shorts, youtube, twitter

complete example

# step 1: generate character
bun run service/image.ts soul \
  "professional business woman, friendly smile, studio lighting" \
  true

# step 2: create voiceover
bun run service/voice.ts elevenlabs \
  "welcome to our company. we're excited to show you our new product" \
  rachel \
  true

# step 3: animate character
bun run service/video.ts from_image \
  "person talking professionally" \
  https://your-s3-url/character.jpg \
  5 \
  true

# step 4: sync lips
bun run service/sync.ts wav2lip \
  https://your-s3-url/animated.mp4 \
  https://your-s3-url/voice.mp3

# step 5: add captions
bun run service/captions.ts \
  synced-video.mp4 \
  captioned.mp4 \
  --provider fireworks \
  --font "Arial Black" \
  --size 32

# step 6: optimize for tiktok
bun run service/edit.ts social \
  captioned.mp4 \
  final-tiktok.mp4 \
  tiktok

programmatic workflow

import { generateWithSoul } from "./service/image"
import { generateVoice } from "./service/voice"
import { generateVideoFromImage } from "./service/video"
import { lipsyncWav2Lip } from "./service/sync"
import { addCaptions } from "./service/captions"
import { prepareForSocial } from "./service/edit"

// 1. character
const character = await generateWithSoul(
  "friendly business person, professional",
  { upload: true }
)

// 2. voice
const voice = await generateVoice({
  text: "hello, welcome to our video",
  voice: "rachel",
  upload: true,
  outputPath: "media/voice.mp3"
})

// 3. animate
const video = await generateVideoFromImage(
  "person talking naturally",
  character.uploaded!,
  { duration: 5, upload: true }
)

// 4. lipsync
const synced = await lipsyncWav2Lip({
  videoUrl: video.uploaded!,
  audioUrl: voice.uploadUrl!
})

// 5. captions
const captioned = await addCaptions({
  videoPath: synced,
  output: "captioned.mp4",
  provider: "fireworks"
})

// 6. social media
const final = await prepareForSocial({
  input: captioned,
  output: "final.mp4",
  platform: "tiktok"
})

use cases

marketing content

• product announcements
• brand messaging
• explainer videos
• social media ads

educational content

• course introductions
• tutorial narration
• lesson summaries
• educational social media

social media

• tiktok character content
• instagram reels with narration
• youtube shorts
• twitter video posts

tips for best results

character creation:

• be specific about appearance, expression, lighting
• "professional", "friendly", "casual" work well
• mention "studio lighting" for clean backgrounds

voiceover:

• write natural, conversational scripts
• add punctuation for natural pauses
• keep sentences short and clear
• match voice gender to character

animation:

• use subtle motion prompts
• 5 seconds is perfect for character talking shots
• avoid complex camera movements

lipsync:

• wav2lip works best with frontal face views
• ensure audio is clear and well-paced
• close-up shots give better results

captions:

• use fireworks for word-level timing
• larger font sizes (28-32) work better on mobile
• white text with black outline is most readable

social media:

• vertical (9:16) for tiktok/instagram/shorts
• landscape (16:9) for youtube/twitter
• keep total video under 60 seconds for best engagement

estimated costs

per video (approximate):

• character image: $0.05 (higgsfield soul)
• voiceover: $0.10 (elevenlabs)
• animation: $0.20 (fal image-to-video)
• lipsync: $0.10 (replicate wav2lip)
• transcription: $0.02 (fireworks)

total: ~$0.47 per video

troubleshooting

character doesn't look consistent:

• use higgsfield soul instead of fal for characters
• save character image and reuse for consistency

lipsync doesn't match well:

• ensure video shows face clearly
• use close-up shots
• check audio quality and clarity

animation looks unnatural:

• simplify motion prompt
• use "person talking naturally" or "slight movement"
• avoid dramatic camera movements

captions are off-sync:

• use fireworks provider for better timing
• check audio quality
• verify video fps is standard (24/30fps)

required environment variables

HIGGSFIELD_API_KEY=hf_xxx
HIGGSFIELD_SECRET=secret_xxx
ELEVENLABS_API_KEY=el_xxx
FAL_API_KEY=fal_xxx
REPLICATE_API_TOKEN=r8_xxx
FIREWORKS_API_KEY=fw_xxx
CLOUDFLARE_R2_API_URL=https://xxx.r2.cloudflarestorage.com
CLOUDFLARE_ACCESS_KEY_ID=xxx
CLOUDFLARE_ACCESS_SECRET=xxx
CLOUDFLARE_R2_BUCKET=m

next steps

after creating your talking character video:

• upload to social platforms
• analyze performance metrics
• iterate on character design and scripts
• create series with consistent character
• experiment with different voices and styles

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