I design and build systems across software, AI, and design— AI where it makes sense. Engineering where it matters.

Ahmedabad. Available remotely.
01 — Autonomous Search & Visibility
Production Live

Citeable Audit Your Website’s AEO & GEO Visibility in Minutes

Citeable was built to help your business get cited. It lets anyone perform an instant AEO/GEO visibility audit on their website and receive an evidence-backed remediation plan—so the next time ChatGPT, Claude, or Google AI answer questions in your industry, they don't forget your brand.

The 4-Step Audit Workflow
01 Enter Website Paste your website URL to initiate the audit with zero setup
02 12-Phase Auto Diagnostic Executes 12 deterministic auditors across Access, Schema, Content, Authority & Citation sampling to produce an auditable 0–100 visibility baseline
03 Guided Manual Audit Complete intuitive review cards for qualitative signals AI can't judge alone
04 Execute Fixes Unlock your synthesized remediation plan with copy-paste code fixes
Audit Your Website Free
02 — Quality Systems Architecture
Reasoning Layer

QA OS A Persistent Reasoning Layer Above Your Delivery Stack

Every engineering organization owns Jira, GitHub, and Playwright, but none own the continuity of reasoning between them. QA OS is designed as a persistent cognitive spine above your existing tools—capturing requirement ambiguity, risk-weighted test design, human review decisions, and (as the architecture matures) production incident post-mortems into a compounding quality memory that never forgets why a system behaves the way it does.

The Canonical Governance Loop
01 Pre-Development Audit Interrogates requirement ambiguity and unstated edge cases before code is written, collapsing defects at the 1x cost curve
02 Mutation-Verified Design Sizes coverage against historical defect density and kills vacuous tests with active mutation testing
03 Business Severity Triage Evaluates test failures against live business context—separating environmental flakes from core ARR risk
04 TMMi Level 5 Memory Ingests production post-mortems to enforce causal defect prevention, so past mistakes can never recur

QA OS is in active development—a verified 3-module core (requirement risk scoring, AI-drafted test generation, and human review gates) is wired end-to-end today over real HTTP. The governance loop above represents the full target architecture. Visit the subdomain for the honest, module-by-module status and where I need collaboration.

Explore QA OS

03 — Creative Media Automation

Automations for creative agencies.

In plain terms: you give it a script or brief. It translates that into the kind of precise instructions a real cinematographer would give — which camera, which lens, what lighting, what film look — then routes those instructions to AI video models in the cloud, adds voice narration and lip-sync, color-grades the footage, and exports it ready for YouTube, Reels, and Instagram. A person reviews and approves the work at three points along the way, so nothing gets published without a human okay.

System Pipeline Architecture 1,645 Presets → Gate 1 Script Lock → Cloud Router → Gate 2 Footage QA → 21-LUT Finishing → Gate 3 Master
Phase 01 1,645 Presets

Pre-Production & Optics RAG

Decomposes creative brief and injects optical precision into generative prompts.

  • 1,486 Arri, Panavision, Cooke lens & camera presets
  • 54 lighting setups: Rembrandt, chiaroscuro, neon noir
  • 105 Kodak & Fujifilm film stock tone profiles
Gate 1: Script & Prompt Lock Non-skippable human approval gate. Rejection signal triggers upstream brief revision before any video API credits are spent.
Phase 02 Temporal SOP

Cloud Gateway & Footage QA

Temporal orchestrates a 26-step SOP across best-in-class cloud model APIs.

  • Pay-per-second routing: fal.ai Wan 2.6 ($0.10/s) & Kling
  • ElevenLabs neural TTS narration synthesis
  • Sync Labs frame-accurate viseme lip-sync
Gate 2: Raw Footage QA Human director reviews raw generated clips and lip-sync alignment. Rejection signal executes single-shot re-roll with adjusted seed.
Phase 03 Gate 3 Master

Broadcast Finishing & Export

Automated post-production transforms raw AI clips into commercial-grade deliverables.

  • FFmpeg 10-bit debanding strips AI quantization artifacts
  • 21-LUT 3D color grade with procedural 35mm grain
  • Remotion React compositing renders kinetic lower thirds
Gate 3: Commercial Sign-Off Executive sign-off encodes multi-platform variants (16:9 8Mbps, 9:16 6Mbps, 1:1 5Mbps) with micro-dollar PostgreSQL cost attribution.
Use Workflow (GitHub) ↗

In plain terms: you write down what a video should contain — its scenes, style, and voiceover — in one spec file. This engine reads that file and does the actual production work: it generates each shot through AI, times everything to the voiceover, and assembles the finished files. AI agents like Claude or Cursor can drive the whole process directly, and if a step fails halfway through, the engine remembers what's already finished and only redoes what's missing — instead of starting the whole video over.

System Pipeline Architecture FastMCP 2.x Stdio → Durable Resumption Engine → Decision D015 → Tri-Engine Composition
Phase 01 FastMCP 2.x

Declarative Spec & Contract

Single portable CreativeSpec declares scenes, prompts, and visual style playbooks.

  • Validated against Draft 2020-12 JSON Schema
  • FastMCP stdio protocol isolates agency code and IP
  • 100% operator-owned media deliverables
Input Boundary Programmatic CLI and autonomous agents (Claude, Cursor, AGY) invoke 15 typed tools across process isolation.
Phase 02 Durable Runtime

Worker Engine & Duration Sync

ProductionWorker executes scenes with bounded concurrency, writing atomic state to disk.

  • CostTracker 3-phase ledger: estimate, reserve, reconcile
  • 10% reserve holdback prevents floating-penny failure
  • Decision D015 ffprobe speech alignment rescales cuts
Resumption & Yield Loop AsyncJobLedger hashes prompts with SHA-256; slow video jobs yield without blocking. Resumes on crash from disk cache with zero duplicate spend.
Phase 03 Deliverable

Tri-Engine Composition & Matrix

Anti-swap governance verifies proposal lock before compiling broadcast deliverables.

  • Remotion: React 18, spring physics, and caption burn
  • HyperFrames: kinetic typography & GSAP motion
  • FFmpeg: direct stream remuxing and offline fallback
Campaign Matrix Exports synchronized 16:9 YouTube, 9:16 Shorts/Reels, and 1:1 Instagram formats in parallel with unified Backlot cost telemetry.
Use Workflow (GitHub) ↗
System Pipeline Architecture Ingestion → Audio + Transcription → Frames + Segmentation → Synthesis (AI) → Reporting
01 Ingest
ffprobe
Media Inspection
Read-only technical inspection — duration, codec, audio existence.
02 Audio
Whisper
Audio + Transcription
Extracts audio, then transcribes through a swappable speech-to-text provider.
03 Sample
0 API calls
Frames + Segmentation
Scene cuts, pixel-diff, and transcript pauses build sections — fully algorithmic.
04 Synthesis
Claude
Multimodal Synthesis
Reads scene descriptions and transcript excerpts together into an editor brief.
05 Deliverable
Markdown
Production Intelligence Brief
Structured scene breakdown, sound bites, and candidate timestamps ready for edit.
Use Workflow (GitHub) ↗
System Pipeline Architecture Ingest → Quality Gate → Burst Dedupe → Vision + Ranking
01 Ingest
Decode
Decode & Catalog
Recursively catalogs shoot images, decodes previews, and extracts EXIF metadata.
02 Quality
$0.00
Deterministic Triage
Laplacian variance rejects blur; histogram flags clipped highlights.
03 Dedupe
pHash
Burst Clustering
256-bit pHash groups near-duplicate frames by visual similarity, not capture time.
04 Vision
Sonnet
Subject Scored Only
Vision runs only on top burst frames — eyes open, expression, composition.
05 Deliverable
Selects
Curated Selects
Ranked contact sheet + sidecar metadata ready for Lightroom or Capture One.
Use Workflow (GitHub) ↗
System Pipeline Architecture Public Footprint → Typed Signals → Cited Brief
01 Discovery
Tavily
Domain Discovery & Validation
Finds the client's official site and public profiles; fails clearly if none exist.
02 Collection
Firecrawl
Website Snapshot & CSS Fetch
Crawls a small, prioritised set of pages; degrades gracefully if a page fails.
03 Extraction
PydanticAI
Regex Facts & Typed Judgment
Regex parses hex colors and fonts (zero model cost); a typed model reads imagery & tone.
04 Pattern Analysis
PydanticAI
Engagement & Pattern Grouping
Reads follower counts; a typed model groups signals into recurring creative patterns.
05 Deliverable
Brief
12-Section Creative Brief
Structured brief with cited sources, exported to JSON, Markdown, and Figma tokens.
Use Workflow (GitHub) ↗
System Pipeline Architecture Multi-Channel Ingest → Context Check → Ambiguity/Conflict Scan → Human Gate
01 Ingest
Multi-Modal
Multi-Channel Ingest
Parses email, screenshots, and voice notes into typed feedback items.
02 Context
FastMCP
Project Grounding
Checks past briefs and assets before flagging a comment as new.
03 Scan
interrupt()
Ambiguity & Conflict Scan
Flags contradictions between channels; halts for human review before proceeding.
04 Deliverable
Brief
Actionable Change Brief
Single resolved change-set with priority labels and owner assignments.
Use Workflow (GitHub) ↗
System Pipeline Architecture Discover & Hash → Duplicate/Version Analysis → AI Review → Human Approval → Delivery
01 Discover
Hash
Discover & Validate
Hashes every file and checks format, dimensions, and size against rules.
02 Dedupe
$0.00
Duplicate Analysis
SHA-256 exact matches plus perceptual hash for near-duplicates.
03 AI Review
Vision
Ambiguous Clusters
Claude Sonnet resolves version clusters the rules alone can't.
04 Human
Gate
Human Approval
An n8n form holds uncertain items — unresolved defaults to excluded.
05 Deliverable
Zip
Signed Delivery Bundle
ZIP archive, verification manifest, and client share links.
Use Workflow (GitHub) ↗
04 — Production Web Deployments

Selected Web Deployments
01

MadMarketers

· 104-System Knowledge Graph Platform

Interactive canvas platform mapping 104 marketing systems with high-speed node navigation on mobile and desktop.

Scope: Logo · Branding · Color Palette · Typography · Visual Identity · Web Development
02

Adeca Pharmaceuticals

· Global Manufacturing & Catalog Platform

Corporate web presence for a pharmaceutical manufacturer with structured catalog taxonomy and 100/100 Core Web Vitals.

Scope: Logo · Branding · Color Palette · Typography · Visual Identity · Web Development
03

Coach Milap

· High-Conversion Booking Engine

Executive consulting platform and educational engine with calendar synchronization and automated discovery call intake.

Scope: Typography · Web Development
04

CraftoClick

· Artisan Brand Identity & Venture Launch

One-page visual identity and preview platform for an emerging artisan collective — bridging offline craft operations with an upcoming digital marketplace.

Scope: Logo · Branding · Color Palette · Typography · Visual Identity · Web Development