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Logic, Inc.

For developers: Logic builds and operates AI agent fleets with built-in evals, observability, and model routing—ship production agents in days, not weeks.

Built by Steve Krenzel · Artificial Intelligence · Productivity · Developer Tools · Freemium

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In category: #239 of 2034 · Artificial Intelligence

Logic, Inc. is a Product Hunt listing on Launch Llama with 287 total upvotes, founded by Steve Krenzel who joined in May 2026, compared against 5 alternatives.

Product Hunt listing

Listing status

287upvotes

Community score

Steve Krenzel (Joined May 2026)

Founder

Launched on Launch Llama May 3, 2026 · #7 of 44 that day

Logic, Inc.

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About

Shipping a real AI agent can mean weeks of wiring up prompts, retries, eval harnesses, and logging before you see production. Logic solves that. You write a structured spec that describes what the agent should do, and Logic gives you a fully managed agent, with evals, observability, model routing and more built in, ready to be called from anywhere.

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Launch Llama's Take

Based on Launch Llama data as of

Logic, Inc. has 287 upvotes, including the votes it received on Product Hunt, which ranks it #239 of 2,034 Artificial Intelligence tools on Launch Llama by upvotes, in the top quarter. It has been listed on Launch Llama since May 2026. No Launch Llama members have upvoted it yet and it has no reviews yet.

Logic takes a structured spec describing what an agent should do and returns a fully managed agent, with testing, versioning, and REST API exposure built in. HarnessRouter also runs agent backends through one API, but Logic's listing centers on a spec-driven agent with a test harness available before deployment.

Logic, Inc. vs HarnessRouter

Logic takes a structured spec describing what an agent should do and returns a fully managed agent, with testing, versioning, and REST API exposure built in. HarnessRouter also runs agent backends through one API, but Logic's listing centers on a spec-driven agent with a test harness available before deployment.

Logic, Inc. vs HarnessRouter: side-by-side comparison
Logic, Inc.HarnessRouterProgress AI ObservabilityClarion
What it doesFor developers: Logic builds and operates AI agent fleets with built-in evals, observability, and model routing—ship production agents in…For developers: HarnessRouter runs your AI agent backend via one API so you ship code, files, and videos without months of orchestration…For AI teams: Progress AI Observability traces agent runs and catches hallucinations so you debug failures in minutes and reduce token wa…For product teams: Clarion pulls customer signals from your tools so you build what matters, write specs your coding agents execute, and…
PricingFreemiumFreemiumPaidFreemium
Free planYes, free planYes, free planNo free plan listedYes, free plan
CategoryProductivityAPISaaSArtificial Intelligence
Upvotes on Launch Llama2872561722
Listed on Launch LlamaMay 2026July 2026August 2026June 2026

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Key Features

  • Test agents before deployment with built-in test harness
  • Version agent specs with Git-like control and rollback
  • Expose agents as REST APIs with auto-generated documentation
  • Route requests across multiple AI model providers automatically
  • Log all executions with complete input, output, and reasoning

Use Cases

  • Teams processing invoices and purchase orders for data extraction
  • HR teams screening resumes against job requirements

Pricing

Free plan available with limited usage. Pro costs $49/month with $49 in included tokens. Scale plan costs $299/month with $299 in included tokens. Enterprise available with custom pricing.

View Logic, Inc. pricing →

Logic, Inc. at a glance

01What it is
Logic, Inc.: For developers: Logic builds and operates AI agent fleets with built-in evals, observability, and model routing—ship production agents in days, not weeks.
02Pricing
Logic, Inc. pricing: Free plan available with limited usage.
03Alternatives
Top Logic, Inc. alternatives on Launch Llama: HarnessRouter, Progress AI Observability and Clarion.

FAQ

How long does it take to deploy a production agent with Logic?

Under 60 seconds. Describe what your agent should do in plain English, and Logic generates a typed, tested, versioned API endpoint immediately.

What does Logic handle that I'd otherwise build myself?

Logic handles the infrastructure stack most teams build before their first AI feature goes live: schema validation and typed APIs, model routing and retry logic, automated testing and versioning, and full execution logging.

What AI models does Logic support?

Logic automatically routes requests to the optimal model across OpenAI, Anthropic, Google, and Perplexity. Routing decisions are based on task complexity, cost, and latency requirements. You don't need to manage model selection or switch providers manually.

Is Logic SOC 2 certified?

Yes. Logic is SOC 2 Type II certified and HIPAA certified, with annual audits. Data is encrypted in transit and at rest, with strict access controls and full audit logging. Logic does not train on your inputs or outputs.

Can I update my spec without breaking the API?

Yes. You can update decision rules anytime without redeploying. API contracts stay stable, and every change is validated and versioned. Built-in rollbacks let you revert instantly if needed.

What use cases work best with Logic?

Logic works well for document processing, content moderation, scoring and classification, content optimization, voice processing, and custom internal workflows. Garmentory uses Logic to moderate 5,000+ product listings daily. DroneSense uses it to process complex purchase orders in two minutes instead of thirty.

How reliable is Logic?

Logic has 99.9% uptime SLA, which is consistently exceeded in practice. Logic runs on redundant infrastructure with automatic failover.

How does token-based billing work?

Each paid plan includes monthly tokens. The free plan includes a one-time starter allocation of 15M tokens. Usage is billed against your included tokens first; overages apply only after you exceed them.

What uses tokens?

Model input, model output, and every agent operation draw from the same token budget. Specialized operations like image generation, audio processing, web research, and document processing also consume tokens. There are no separate seat or per-execution charges.

What happens if I exceed my monthly tokens?

It's up to you. In your billing settings, choose to stop at your monthly limit or keep running with additional usage billed at $1 per 1.4M tokens. Enterprise plans use custom token volumes and overage terms.

Alternatives

HarnessRouterFor developers: HarnessRouter runs your AI agent backend via one API so you ship code, files, and videos without months of orchestration work.Progress AI ObservabilityFor AI teams: Progress AI Observability traces agent runs and catches hallucinations so you debug failures in minutes and reduce token waste.ClarionFor product teams: Clarion pulls customer signals from your tools so you build what matters, write specs your coding agents execute, and measure real demand before shipping.AgentSwarmsFor developers: AgentSwarms teaches multi-agent AI through guided, runnable examples—learn RAG, tool use, and swarms, then ship production systems.OpenWay AIFor founders: OpenWay AI runs growth experiments autonomously,testing pages, analyzing calls, and optimizing funnels 24/7 so you ship results without hiring teams.

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Tags

#agent orchestration#ai agents#llm evals#model routing#agent observability#agent versioning#agent rest api#agent testing

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