GAMIFY GROWTH
AI SOCIAL AGENTS
Built like infrastructure. Controlled like behavior. Powered by AI.
gamify.ro
POSITIONING
This is agent architecture.
Not bot scripting.
Behavioral discipline
Behavioral-AI discipline applied to live social platform ecosystems.
Production-grade
Conversational agents engineered for real production environments.
Persistent & structured
Structured interaction systems with persistent state across platforms.
Built like infrastructure. Controlled like behavior.
Gamify Growth
SYSTEM OVERVIEW
Five layers. One controlled system.
1
Engagement
Human-like discovery, comments, replies and DMs across platforms.
2
Content
Supervised generation and publishing — feed, Stories and Reels.
3
Knowledge & Memory
Persistent user profiles, RAG and live structured-SQL knowledge.
4
Safety & Control
Anti-bot pacing, moderation, and operator approval at every step.
5
Campaign Mechanics
Full conversational campaigns — receipts, teams and prize fulfilment.
Built like infrastructure. Controlled like behavior.
Gamify Growth
THE AGENT STACK
Built in layers, deployed as one.
LAYER 1
Personality architecture
Voice, banned phrases, topic gates per brand.
LAYER 2
Behavioral logic engine
Prompt-driven pipeline: classify, route, respond.
LAYER 3
Tone & context control
Platform-native register, language lock, memory.
LAYER 4
Safety & moderation
Scope clamps, refusal logic, escalation hooks.
LAYER 5
Multi-platform deployment
One context shipped across four live channels.
Built like infrastructure. Controlled like behavior.
Gamify Growth
PLATFORM COVERAGE
Four live channels. The rest is roadmap.
LIVE — REAL RUNTIME CODE
LIVE
Browser engagement pipeline + Graph API
LIVE
Real-time DM agent · campaign in pipeline
Discord
LIVE
Multi-context bot, persistent threads
X / Twitter
LIVE
Post, reply & monitor (API-tier limits)
ROADMAP — SCAFFOLDING ONLY
TikTok
ROADMAP
Recognised in platform registry
ROADMAP
Recognised in platform registry
ROADMAP
Recognised in platform registry
YouTube
ROADMAP
Recognised in platform registry
Built like infrastructure. Controlled like behavior.
Gamify Growth
01
CAPABILITIES
THE SYSTEM
The engine behind every agent — engagement, content, knowledge and safety.
ENGAGEMENT PIPELINE
Public engagement becomes private conversation.
01
Discover
Scout target profiles & hashtags
>
02
Score
Text + media relevance, 0–10
>
03
Comment
Brand-voice reply, posted live
>
04
Reply
Harvest responses on the thread
>
05
DM
Escalate warm leads privately
Every commenter can become a target page. Every reply can become a DM. Strict eligibility and frequency caps apply.
Built like infrastructure. Controlled like behavior.
Gamify Growth
BEYOND THE API
Signals the official API can't see.
Notification intelligence
Reads Instagram's in-app notification feed for replies and mentions on third-party posts — engagement the Graph API never surfaces — then drafts and posts replies.
notification_scanner · reply_planner
Page discovery flywheel
Commenters on qualified posts become new target pages. Pages are promoted or retired based on the engagement yield they actually produce.
page_discoverer · page_lifecycle
Built like infrastructure. Controlled like behavior.
Gamify Growth
CONTENT FACTORY
Feed, Stories and Reels — supervised.
Trend > Generate > Validate > Publish
AI agent
Feed posts
Copy, image and engagement comment, approval-ready.
AI agent
Reels
Planned frames composed into slideshow video.
AI agent
Campaigns
Calendar & event-driven brand moments.
Built like infrastructure. Controlled like behavior.
Gamify Growth
ACCOUNT SAFETY
Engagement that protects the account.
Warmup stages
Gradual ramp for new or cold accounts.
Hourly rate windows
Sliding action limits per channel.
Action spacing
Minimum gaps between write actions.
Blockers & cooldowns
Pause on challenge or risk signals.
Reach-drop detection
Watches for shadow-throttle collapse.
Auto-throttle
Backs off automatically on cooldown buildup.
Built like infrastructure. Controlled like behavior.
Gamify Growth
REAL-TIME DM PROCESSING
Every inbound message, end to end.
01
Ingestion
Capture text, media and metadata in real time.
02
Intent classification
Question / feedback / hype / unstructured.
03
Tone modulation
Voice calibrated to the deployment context.
04
Response generation
Concise, brand-aligned, knowledge-backed.
05
Engagement loop
CTA logic and campaign hooks, brand-safe.
Built like infrastructure. Controlled like behavior.
Gamify Growth
KNOWLEDGE & MEMORY
Agents that remember and look things up.
Persistent profiles
Durable facts, conversation summaries and a per-user language lock — not just short chat history.
RAG
Documents chunked, embedded and stored as vectors in Postgres / pgvector for semantic retrieval.
Structured SQL
Specialists query live context-owned tables — products, tournaments, campaign state — in real time.
Built like infrastructure. Controlled like behavior.
Gamify Growth
X / TWITTER
Implemented — and honestly scoped.
Post generation & publishing
Shared trend / lane / image engine produces and ships X content.
Mention & reply monitor
Fetches mentions, replies and hashtag posts, then evaluates and responds.
Missed-reply scanner
Sweeps recent tweets and mentions for anything missed.
Shared rate limiter
Context-configured limits with documented API-tier awareness.
Scoped honestly
X agents are real, but API-tier restrictions can limit replies, and the browser-X stack has no standalone orchestrator yet. We don't claim parity with the Instagram browser pipeline.
Built like infrastructure. Controlled like behavior.
Gamify Growth
OPERATOR CONTROL PLANE
Run, approve and tune — no code.
Schedules & cron
Prompts & routing
API keys & contexts
RAG memory
Content approval
Browser queue & sessions
Metrics & funnels
Live logs
Webchat simulator
Test any DM pipeline as a different user or platform and inspect every LLM call before going live.
Built like infrastructure. Controlled like behavior.
Gamify Growth
02
IN PRODUCTION
LIVE AGENTS
Three live deployments — plus a campaign in the pipeline.
LIVE AGENTS
Three live. One in the pipeline.
Trivia game character
User acquisition + engagement
Instagram + X
LIVE
Luxury brand ambassador
Content + DM, lifestyle storytelling
LIVE
Gaming community agent
Tournament support + live data
Discord + WhatsApp
LIVE
Campaign engine
Receipt-to-prize gamification
IN PIPELINE
More agent types configured and in progress — narrative, strategy and brand characters.
INSTAGRAM + X
LIVE AGENT — TRIVIA GAME CHARACTER
Turns followers into players.
A friendly trivia-game character. Discovers relevant posts, comments in-voice, and escalates warm followers into DM trivia challenges — organic user acquisition, no ad spend.
3,189
posts discovered
379
comments posted
157
DMs sent
166
accounts discovered
“shake off that boredom! quick one, no Google: what's the capital of Australia — Sydney, Canberra or Melbourne?”
Example interaction
Built like infrastructure. Controlled like behavior.
Gamify Growth
LIVE AGENT — BRAND AMBASSADOR
A luxury character that sells
the dream.
A high-end lifestyle persona. Its browser Instagram pipeline was brought live and validated on production — successful comment activity and a rising posted count.
character voice
comment → DM
brand-safe gates
LIVE · VALIDATED ON PRODUCTION
“A grandmother's sapphire is the kind of starting point that decides a whole collection later, whether you mean it to or not.”
Example interaction
Built like infrastructure. Controlled like behavior.
Gamify Growth
DISCORD · WHATSAPP · IG
LIVE AGENT — COMMUNITY SUPPORT
Answers with live data,
not a script.
A community-support agent for a gaming / tournament ecosystem. Instead of a static FAQ, it queries live context-owned tables — products and tournaments — so replies reflect real inventory and events in real time.
structured SQL
live products
live tournaments
LIVE
“Let me check which tournaments are running for your region right now — and which rewards are live.”
Example interaction
Built like infrastructure. Controlled like behavior.
Gamify Growth
CAMPAIGN ENGINE — IN PIPELINE
A full campaign, run inside the chat.
Built and launching soon with a major consumer brand — details under wraps.
Receipt scanning
Vision validates branded receipts; detects duplicates and eligibility.
Teams & roles
Create or join teams, roles by join order, fan-out wins.
Prize codes
Atomic reservation of individual codes, no double-spend.
Operator approval
Winners held for manual approve / reject before payout.
Live campaign state
Participant, prize, team and Golden Hour state injected live.
Next-best action
Context-aware nudge without repeating itself.
IN PIPELINE · LAUNCHING SOON
Built like infrastructure. Controlled like behavior.
Gamify Growth
CAMPAIGN ENGINE — PLAYER FLOW
From receipt to prize in five steps.
01
Scan
Player sends a receipt photo
>
02
Validate
Vision check + duplicate guard
>
03
Team up
Form or join a team
>
04
Reserve
Prize code locked atomically
>
05
Deliver
Operator approves, card sent
Built mechanics, reusable per brand and per campaign — receipts, teams, prizes and operator approval.
Built like infrastructure. Controlled like behavior.
Gamify Growth
03
WHERE IT STANDS
SYSTEM
VALIDATION
What is live today — and what is engineered to come next.
VALIDATION
Live today, built to expand.
✓
Live on four channels
Instagram (browser pipeline + Graph API), WhatsApp, Discord, and X.
✓
Multiple agents in production
Several character and support agents, each on its own live channel.
✓
Real operational traction
Thousands of discovered posts and hundreds of executed comments and DMs.
✓
Campaign engine in pipeline
Receipt-to-prize gamification built; launching soon with a major brand.
✓
Safety & operator control
Warmup, rate windows, reach-drop detection, approval and live logs.
✓
Modular by design
Ready for controlled platform expansion as new agents mature.
Built like infrastructure. Controlled like behavior.
Gamify Growth
GAMIFY GROWTH
Operational AI systems, designed for controlled brand deployment at scale.
Built like infrastructure. Controlled like behavior.
gamify.ro dd@gamify.ro