Multi-Step AI Workflows
Eliminate LLM hallucinations by chaining specialized prompt phases. The structured output of each step serves as verified context for the next phase.
Active Production Pipelines (10)
Updated weekly with verified modelsPostgreSQL Query Optimization & Index Blueprint
Transform sluggish sequential scans and heavy joins into sub-10ms indexed queries with EXPLAIN ANALYZE telemetry.
SaaS High-Conversion Landing Page & Copy System
Build high-intent landing page copy, above-the-fold value hooks, objection busters, and Tailwind UI components.
Multi-Agent Tool Orchestration & Guardrail Engine
Design autonomous multi-agent swarms with strict handoff protocols, fallback recovery loops, and deterministic JSON schemas.
Security & Threat Modeling Penetration Blueprint
Conduct STRIDE threat modeling, audit API endpoints for IDOR / broken auth, and generate automated security test suites.
Legacy Codebase Bug Buster & Memory Profiler
Diagnose memory leaks, unhandled async promises, and CPU bottlenecks in legacy systems, followed by verified zero-regressions refactoring.
AI Agent Prompt Architecture & Tool Schemas
Architect deterministic tool-calling schemas, structured JSON output guards, and anti-loop recovery protocols for LangChain and OpenAI Agents.
Full-Stack Feature to GitHub PR Pipeline
Turn raw product specs into architecture contracts, production TypeScript/Python code, security audits, and ready-to-merge PR documentation.
DevOps & Kubernetes Production Readiness Gate
Audit container manifests, configure zero-trust network policies, health probes, and generate hardened GitHub Actions CI/CD workflows.
B2B SaaS Cold Outreach Sequence
Complete multi-touch outbound pipeline: Prospect pain point breakdown, personalized hook email, and 3-step value-first follow-ups.
Programmatic SEO Content Pipeline
3-step chained workflow to research high-intent keywords, generate comprehensive technical articles, and generate JSON-LD schema with metadata.
Why Chained Pipelines Beat Single Prompts
When given massive 2,000-token instructions in a single prompt, frontier LLMs degrade in reasoning depth and skip constraints. Promptory splits them into deterministic micro-stages.
Context Window Isolation
Phase 1 outputs only architectural blueprints. Phase 2 receives this clean structure without conversational garbage, allowing 100% token focus on code quality.
Negative Constraint Enforcement
Each step applies independent boundary locks. If a phase fails tests or introduces hallucinated variables, the pipeline stops before code is ever merged.
Multi-Model Interoperability
Use Claude 3.5 Sonnet for deep architectural reasoning in Phase 1, and DeepSeek R1 for aggressive code vulnerability auditing in Phase 3.
Frequently Asked Questions
Everything you need to know about executing Promptory pipelines.
How do I pass outputs between phases?
When you execute Phase 1 in ChatGPT or Claude, copy the AI response. Open Phase 2 in the workbench and paste the previous output into the specified context placeholder.
Are these workflows compatible with API automation?
Yes. All prompt phases follow strict input/output contracts, making them plug-and-play with LangChain, LlamaIndex, or custom Python scripts using OpenAI SDK.
What is included in the Pro Workflow access?
Pro members receive unlimited access to all advanced pipelines, automated vulnerability test fixtures, and newly published workflows updated every week.
Can I request a custom workflow for my team?
Yes. Active Pro subscribers can submit workflow architecture requests directly to our team via the submit portal for priority inclusion.
Unlock All Production Workflows & Blueprints
Get unrestricted access to every multi-step pipeline, anti-hallucination guardrail, and developer export for ₹799/month.