siift
Turn AI noise into better business decisions
Built by Caleb Tristan, Samim Safaei, Tristan Pollock and 2 others
siift is a Product Hunt listing on Launch Llama with 272 total upvotes, founded by Caleb Tristan, Samim Safaei, Tristan Pollock and 2 others who joined in Sep 2026, compared against 5 alternatives.
Product Hunt listing
Listing status
272upvotes
Community score
Caleb Tristan, Samim Safaei, Tristan Pollock and 2 others (Joined Sep 2026)
Founder
Compared against 5 alternatives
Market comparison
Launched on Launch Llama Sep 16, 2026 · #7 of 42 that day




About
Building a business with AI can quickly become a mess of chats, tools, ideas, and conflicting advice. siift turns that noise into a living map of your business, connecting strategy, evidence, decisions, and results in one place. From validation and build strategy to GTM and growth, our AI uses your evolving business context and proven processes to challenge assumptions, identify risks, and help you focus on what matters next.
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Launch Llama's Take
Based on Launch Llama data as of
siift has 272 upvotes, including the votes it received on Product Hunt. It has been listed on Launch Llama since September 2026. No Launch Llama members have upvoted it yet and it has no reviews yet.
siift connects strategy, evidence, decisions, and results in one place, while Odyssey Framework organizes business context so AI analysis is specific to the business. siift's agentic memory learns as the business evolves, and Fonda similarly keeps working memory of decisions across sessions.
siift vs Odyssey Framework
siift connects strategy, evidence, decisions, and results in one place, while Odyssey Framework organizes business context so AI analysis is specific to the business. siift's agentic memory learns as the business evolves, and Fonda similarly keeps working memory of decisions across sessions.
| siift | Odyssey Framework | Sivio AI | ChatPBC | |
|---|---|---|---|---|
| What it does | Turn AI noise into better business decisions | For founders: Odyssey Framework organizes your business context so AI generates specific diagnoses instead of generic startup advice. | For SaaS founders: Sivio AI analyzes market gaps and competitor weaknesses to validate product ideas and identify untapped opportunities. | For founders: ChatPBC provides AI-powered business guidance on strategy, operations, and growth—actionable answers to questions that keep… |
| Pricing | Not stated | Paid | Paid | Freemium |
| Free plan | Not stated | No free plan listed | No free plan listed | Yes, free plan |
| Category | Project management software | Startups | Artificial Intelligence | Artificial Intelligence |
| Upvotes on Launch Llama | 272 | 2 | 7 | 2 |
| Listed on Launch Llama | September 2026 | August 2026 | February 2026 | May 2026 |
Key Features
- Visualize business ideas, actions and results in an intelligent canvas
- Automate research and validate strategy to de-risk business decisions
- Automate actions across 80+ popular applications with human oversight
- Maintain scalable agentic memory that learns as business evolves
- Provide continuous transparent validation feedback across business context
Use Cases
- Founders validating new business ideas before building products
- Entrepreneurs mapping out and pressure-testing business assumptions
- Builders determining go-to-market strategy and customer acquisition
Who it is for
- Early-stage founders validating a new business idea
- Product managers and innovation teams planning roadmaps and go-to-market
- Intrapreneurs and enterprise innovators running discovery and strategy work
Pricing
See the siift website for current pricing.
siift at a glance
- 01What it is
- siift: Turn AI noise into better business decisions.
- 02Pricing
- siift pricing: See the siift website for current pricing.
- 03Best for
- siift is best for early-stage founders validating a new business idea, product managers and innovation teams planning roadmaps and go-to-market and intrapreneurs and enterprise innovators running discovery and strategy work.
- 04Alternatives
- Top siift alternatives on Launch Llama: Sivio AI, ChatPBC and Odyssey Framework.
FAQ
What is siift?
An AI-native strategy and operations platform that helps serious builders make better decisions to improve their chances of achieving their business goals. Designed for high-uncertainty, innovative businesses, siift acts as an execution filter that helps navigate what to do, focusing you on the rights things at the right times to build a successful business. It offers a visual summary of all your key business data, data-driven AI guidance, collaborative features, and agentic automation abilities across your entire stack. It is also a truly private AI system that leads industry privacy, not training AI models on your ideas or intellectual property.
Who is siift for?
siift is for serious builders; entrepreneurs, business owners, founding teams, growing startups, product leaders and enterprise innovators who want a more reliable AI that actually helps them make better decisions in a collaborative fashion.
What is a "New Business OS" exactly?
The New Business Operating System is an AI-native strategy and operations platform that helps anyone building a business zoom out and make better decisions towards their business goals. It functions as an execution filter, leveraging AI agents to handle tedious work while keeping the humans in control of high-level decisions, by navigating the increasing amount of data, tools, workers and noise we must deal with in today's modern world.
How does it work?
siift incorporates all the best practices for building a business into a professional AI harness that offers organized, step-by-step, objective guidance grounded in your operational data and feedback loops to help unlock tangible progress, and then helps you scale what's working with efficient, coordinated automations. It serves as an MBA in a box - a more accessible alternative to business coaches, startup accelerators, entrepreneurship playbooks, yes-man chatbots and aimless agents like OpenClaw or an AI wrapper. It builds a master context engine that orchestrates work across your tools with more efficiency, trust and scalability.
How is siift different than other AI tools for founders?
siift strives to be the most professional and collaborative AI business tool on the market. We do this by building entrepreneurship and innovation best practices right into our (patent-pending) AI harness; with automatic validation loops, auditable and grounded advice, and proprietary data architectures combing with classic frameworks to help get granular about your strategy and actually keep up with your evolving business. This results in a few unique benefits to users: 1) reliable data-driven AI guidance and progress tracking 2) easier collaboration (both with humans and other tools) 3) more scalable leverage as your business grows 4) a truly private AI that doesn't farm your data, or train on your ideas and IP
Does siift replace teammates, advisors or accelerators?
No, siift complements them. We believe humans judgement and leadership is irreplaceable, especially for innovation. But many builders cannot access or justify that level of human support, so siift bridges the gap.
How do you ensure accuracy?
We've developed several unique ways to automatically ground our AI in real-world data in a dynamic and granular way, as well as a hyper-structured context architecture that minimizes the guessing and probabilistic nature of AI models, plus multiple guardrails to reduce errors and improve reliability. We also use state-of-the-art AI models, not just the cheapest thing we can get away with. Through all this, we strive to provide accurate information, but cannot guarantee perfection, as all AI systems can make mistakes.
What is siift's stance on security and privacy?
siift is a leader in privacy-first AI for founders, entrepreneurs & other innovators. Beyond your standard encryption, SOC-2 of Zero-Data-Retention (ZDR) - we prevent Intellectual property leakage. We believe our users' data is their intellectual property, and have set a transparent and professional user privacy policy and terms of use from the start. We use enterprise-grade cloud infrastructure that does not share your data with AI model providers and we do not farm your data or share it with anyone without your voluntary opt-in on a case-by-case basis. Default is private. As we grow, we have several other initiatives underway to further protect users, such as compliance with PIPEDA and SOC 2.
How much does it cost, is there a free trial?
Everyone can try siift for free, without a credit card or any commitment. After you use your free credits, you can purchase a monthly subscription with a set amount of credits. See our pricing page for more info.
What does it help with exactly?
It helps you figure out what to do next, for your unique business situation, whether you're just exploring ideas, validating a strategy, building a product or service, or launching and even scaling. It can help you brainstorm, research and pressure-test assumptions, keep your development costs down, help you find customers and then grow more profitably.
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