Why Haystack Developers Need AgentGenome
Haystack builds production-grade search systems. AgentGenome profiles your pipelines so search quality and document processing behaviors travel with you—across models and infrastructure.
Search Pipelines Lack Tracking
Your Haystack pipeline retrieves and generates, but quality metrics are invisible without profiling.
Component Interactions Are Complex
Haystack pipelines chain multiple components. Understanding how they interact requires behavioral analysis.
Model Upgrades Can Break Search
New retriever or generator models might improve benchmarks but break your production search quality.
Infrastructure Changes Risk Quality
Moving pipelines between clouds or scaling infrastructure shouldn't change search results—but does it?
"Sound familiar?"
AgentGenome Solves Every Problem
Add 3 lines of code. Capture your agent's behavioral DNA. Deploy anywhere.
from haystack import Pipeline
from haystack.components.generators import OpenAIGenerator
from agentgenome import profile
pipeline = Pipeline()
pipeline.add_component("llm", OpenAIGenerator(model="gpt-4"))
@profile(genome_id="search-pipeline")
def search(query: str):
result = pipeline.run({"llm": {"prompt": query}})
return result["llm"]["replies"][0]
# Pipeline behaviors captured at every componentWhat You Get
- Behavioral profiling without code changes
- 35% average token savings
- Real-time drift detection
- Substrate-independent genome export
- Multi-provider deployment ready
Profile Once. Deploy Anywhere.
Search profiles migrate cleanly. Capture your Haystack pipeline's quality patterns and maintain them across model upgrades, infrastructure changes, or complete stack migrations.
Your Haystack Agents Deserve Freedom
You've invested months optimizing Haystack prompts. What happens when costs rise, performance drops, or a better model launches?
✗Without AgentGenome
- •Start over. Rebuild every prompt from scratch.
- •Lose months of behavioral optimization.
- •4-6 weeks of engineering per migration.
- •$47K+ average migration cost.
- •40%+ behavioral drift during migration.
With AgentGenome
- ✓Export your behavioral genome in one click.
- ✓Import to LlamaIndex, LangChain, Cohere, or any provider.
- ✓Keep your optimizations. Zero rework.
- ✓95%+ behavioral consistency guaranteed.
- ✓Hours, not weeks. Included in Pro tier.
# Export Haystack pipeline genome
from agentgenome import genome
# Capture search quality patterns
genome.export('search-pipeline.genome')
# Upgrade to new models with confidence
genome.import_to('search-pipeline.genome', config={'model': 'claude-3-5-sonnet'})
# Same search quality, new infrastructureDeploy your Haystack genome on any supported provider:
Profile once. Deploy anywhere. Never locked in.
Build Haystack applications Once.
Deploy on Any LLM.
Search profiles migrate cleanly. Capture your Haystack pipeline's quality patterns and maintain them across model upgrades, infrastructure changes, or complete stack migrations.
Your Agent Genome
Behavioral DNA captured in universal format
Profile Your Haystack applications
Add 3 lines of code. Capture behavioral DNA automatically.
from haystack import Pipeline
from haystack.components.generators import OpenAIGenerator
from agentgenome import profile
pipeline = Pipeline()
pipeline.add_component("llm", OpenAIGenerator(model="gpt-4"))
@profile(genome_id="search-pipeline")
def search(query: str):
result = pipeline.run({"llm": {"prompt": query}})
return result["llm"]["replies"][0]
# Pipeline behaviors captured at every componentYour applications become substrate-independent
Profile today, deploy on any LLM tomorrow. Your optimizations travel with you.
Real Results with AgentGenome
How SearchFirst Made Pipeline Quality Portable
The Challenge
SearchFirst's document search pipeline used Haystack with GPT-4. When Claude 3.5 offered better reasoning at lower cost, they needed to migrate without risking the search quality their customers depended on.
The Solution
AgentGenome profiled the entire pipeline—retrieval patterns, generation quality, ranking behaviors. After migrating to Claude, comparison validated quality preservation.
"We proved to customers that migration improved quality. That's trust you can't buy."
— Jessica Park, Head of Product, SearchFirst
Without vs With AgentGenome
| Aspect | Without AgentGenome | With AgentGenome |
|---|---|---|
| Debugging Time | 4+ hours per incident | 52 minutes average (-78%) |
| Token Efficiency | Unknown waste | 35% average savings |
| Behavioral Visibility | Black box | Full trait analysis |
| Drift Detection | Discover in production | Catch before deployment |
| Agent Portability | 🔒 Locked to Haystack | 🔓 Deploy on any LLM |
| Migration Time | 4-6 weeks per provider | Hours with genome export |
| Migration Cost | $47K+ engineering | Included in Pro tier |
| Multi-Provider Strategy | Rebuild for each | One genome, all providers |
| Future-Proofing | Start over when models change | Take your genome with you |
| Vendor Negotiation | No leverage (locked in) | Full leverage (can leave) |
The Cost of Waiting
💸 Financial Lock-In
- Haystack pricing has increased multiple times since launch
- Without portable profiles, you pay whatever they charge
- Migration estimate without AgentGenome: $47K and 8 weeks
⚠️ Strategic Lock-In
- Better alternatives might exist—but can you actually switch?
- Your competitors are profiling for portability right now
- When you need to migrate, will you be ready?
🔒 The Vendor Lock-In Tax
- 4-6 weeks of engineering to migrate unprofiled agents
- 40%+ behavioral drift during manual migration
- Zero leverage in pricing negotiations
📉 Competitive Disadvantage
- Competitors with portable profiles ship 80% faster
- They negotiate contracts with leverage—you don't
- They test new models in hours; you take months
"Every day without profiling locks you deeper into Haystack."
When Haystack raises prices or a better model launches, will you be ready to leave?
What You'll Achieve with AgentGenome
Real metrics from Haystack users who profiled their agents
Before AgentGenome
- • Debugging: 4+ hours per incident
- • Migration: 4-6 weeks per provider
- • Token waste: Unknown
- • Drift detection: In production
- • Vendor leverage: None
After AgentGenome
- • Debugging: 52 minutes average
- • Migration: Hours with genome export
- • Token savings: 35% average
- • Drift detection: Before deployment
- • Vendor leverage: Full (can leave anytime)
Already Locked Into Haystack?
Here's how to escape with your behavioral DNA intact
Profile Your Current Agent
Add 3 lines of code to capture your Haystack agent's behavioral DNA. No changes to your existing logic.
Export Your Genome
One command exports your substrate-independent genome. It works on any LLM provider, not just Haystack.
Deploy Anywhere
Import your genome to Claude, Gemini, Llama, or any provider. 95%+ behavioral consistency, zero rework.
Zero-Downtime Migration Promise
AgentGenome's migration assistant guides you through the process. Profile your current agent while it's running, export the genome, and deploy to a new provider—all without touching your production system until you're ready.
Start Free. Unlock Portability with Pro.
Most Haystack developers choose Pro for multi-provider genome sync. Start free and upgrade when you need portability.
| Portability Features | Free | Pro | Enterprise |
|---|---|---|---|
| Genome Export | JSON only | JSON + YAML | All formats |
| Multi-Provider Sync | — | ✓ | ✓ + Custom |
| Migration Assistant | — | ✓ | ✓ + SLA |
| Custom Substrate Adapters | — | — | ✓ |
Frequently Asked Questions
Everything you need to know about AgentGenome for Haystack