Turn AI output into
credible commercial work.

AB Kernel helps serious operators define the real task, understand unfamiliar industries, shape productized deliverables, and connect AI work back to customers, markets, constraints, and execution.

Try 3 free demos →

Built for operators who must produce credible work in industries they do not natively know — founders, advisors, product leads, investors, market-entry teams, and professional-service operators. AI Bridge is the hosted runtime for AB Kernel — the open execution protocol behind the discipline.

AB Kernel field compass
A tool for the gap between a fluent answer and a real decision.

Most AI output sounds finished before the work is actually understood. Kernel slows down the dangerous part: demand, context, industry language, evidence, and handoff.

1Define what is really being committed to.
2Translate the work into the language of the market.
3Shape output into something a customer, partner, investor, or operator can act on.

Preview a real task before you commit

Paste a real task you'd hand to an operator: a product idea, unfamiliar industry question, workflow, technical issue, draft, customer-facing page, or AI output that needs a reality check.

Task preview 3 FREE TRIES — no signup
Preview
Define the real task Understand a new industry Productize a raw idea Reality check my output
AB
Hi, I'm AB. Paste a real task — a product idea, unfamiliar industry question, workflow, technical issue, draft, customer-facing page, or AI output that needs a reality check.

Most real work continues in your terminal with aibridge after you preview the task shape here. Use this for real tasks, not general web search or factual lookup.

AI Bridge can make mistakes. Verify technical specs, current facts, and important information before relying on them.

3 free demos included

Coding-first terminal and editor workflows

When the work is code, run AB from your terminal and keep your existing editor flow. The discipline shows up underneath; the visible workflow stays steady.

# Install AI Bridge, then create an account for your exact setup command
curl -fsSL https://getaibridge.com/install.sh | bash
# Full key is shown once after account creation
aibridge

Underneath: each call is classified into a task lane, routed through that lane's provider policy, and recorded in the usage ledger with resolved provider, resolved model, and observed upstream metadata when exposed. Routing metadata is recorded for product visibility and founder/admin inspection. User-facing metadata surfaces are being expanded.

Lane-based
Deterministic routing
Ledger
Successful routed calls recorded

What AB Kernel helps you finish

AB Kernel is an execution discipline for turning AI output into real commercial work — not restatements, not outlines, not vague advice. It is the protocol behind the compass.

Define

Define and pressure-test the real task

Turn vague briefs into well-defined task specs. Catch under-defined work before AI fills the gaps with confident-sounding output. Reality checks before the work goes out the door.

Enter

Enter unfamiliar industries with credibility

Translate your work into the vocabulary, actors, and constraints of an industry you haven't operated in. Pitch credibly, not by faking expertise — by anchoring AI work to how that industry actually decides.

Ship

Shape AI output into productized deliverables

Move from fluent reply to shipped artifact — one-page offers, decks, plans, frameworks, briefs. Connect outputs back to customers, markets, and execution, not just generic completion.

View AB Kernel on GitHub →

AI Bridge is the hosted runtime for AB Kernel. It runs the infrastructure underneath: task preview, API key, prepaid execution credits, terminal workflow, routing, and execution records. The discipline is what you buy. The runtime is how we deliver it.

Compass Prompt Packs

Many users do not need another blank chat box. They need a tested starting structure. These packs turn common commercial blind spots into reusable prompts: demand, industry language, productization, and reality checks.

Demand & Reality Pack

For turning vague ideas into clear task definitions, assumptions, risks, buyer questions, and evidence gaps before you build or pitch.

Single pack · beta manual delivery

Industry Entry Pack

For entering an unfamiliar field: vocabulary, actors, objections, buying logic, credibility markers, and conversation prep.

Single pack · beta manual delivery

Productization Pack

For shaping raw notes into offers, landing pages, service packages, execution checklists, and handoff-ready artifacts.

Single pack · beta manual delivery

Market Language Tracker

For tracking how buyers, operators, and adjacent markets actually describe the problem, urgency, and buying criteria around your work.

Single pack · beta manual delivery

Operator Field Prompts

For turning live calls, field notes, inbox fragments, and rough evidence into structured next moves, objections, and handoff-ready working material.

Single pack · beta manual delivery

Commercial Operator Bundle

Demand definition, unfamiliar industry entry, productization, reality checks, and reusable field prompts for serious commercial execution.

Start with prepaid execution credits.

Try task previews first. When AI Bridge is useful, continue through terminal/API with prepaid execution credits. Core v0.1 usage is prepaid.

Starter

$10
For testing real tasks after previews
Total added: $10

Builder

$25
For serious task sessions and productization workflows
Total added: $25

Power

$50
Includes $5 launch bonus execution credit
Total added: $55

Credits apply to core AI Bridge usage. Bonus credit, when offered, is shown before Stripe checkout. Prompt packs and optional control modules are separate and may be introduced through early access.

Execution credits apply to AI Bridge usage and are not cash, stored value, or provider pass-through credits.

$10 starter · $25 builder · $50 power (+$5 launch bonus). Smaller test top-ups available inside the account flow. Terms · Privacy · Acceptable Use

Compass Beta

Invitation-paced. Not a public subscription yet.

For serious operators entering unfamiliar markets, shaping productized offers, and turning AI output into commercial execution. We're working with a small group of founders, consultants, product and strategy leads, BD and market-entry operators, investors, professional-service operators, and agency teams while Kernel modules mature.

If that's your work, email hello@getaibridge.com with your role (founder / consultant / product or strategy / investor or analyst / BD or market entry / professional services / agency or studio / other), the industry you're entering, and what AI work you'd want the compass to help with.

More control, more visibility

Add-ons that raise confidence, smooth harder work, and expand control without exposing internal cost math.

Bill Guard

Spend Guard, Benchmark Guard, and a Weekly Digest so usage stays confident without exposing provider cost detail.

Private beta

Priority Queue

Preferred handling experiments for harder work and high-load periods.

Private beta

Team Vault

Seat-based team wallet controls, role budgets, and clean visibility for founders, CTOs, and team operators.

Early access

X-Ray

Usage Intelligence for workflow insights, routing outcomes, spend trends, and repeated workload opportunities.

Early access

Approval Gate

Hold higher-risk output behind a lightweight approval step before it reaches the next user, customer, or deploy action.

Early access

Continuity Notes

Keep recurring work organized through explicit user-provided context. Notes you write and attach — not implied memory or learned preferences.

Roadmap

Common questions

How is this different from just using ChatGPT or Claude directly?
Direct chat is powerful, but it often leaves the operating discipline to you. AB Kernel adds the discipline AI alone doesn't bring — defining the real task, calibrating against unfamiliar-industry reality, and shaping outputs into productized deliverables. AI Bridge runs the protocol underneath with task-lane routing, so simple work goes to fast providers and harder work goes where it should.
Is this a router or an autonomous agent?
Neither in the generic sense. AI Bridge classifies each request into a task lane and applies a deterministic policy for that lane. Control stays with the user. Routing metadata is recorded for product visibility and founder/admin inspection. User-facing metadata surfaces are being expanded.
What happens on provider failure?
It fails closed. We return an explicit error rather than silently switching providers. Successful routed calls are recorded in the usage ledger.
Does this work with my existing terminal or editor flow?
Yes. Use your issued AB key, launch AB from terminal, and keep your prompts and workflow shape consistent across the work.
What do starter credit, bonus credit, and rewards actually mean?
Starter credit appears after key signup. Larger top-ups can include bonus credit. Referral and reward credits post to internal balance automatically and stay inside the product.
Is there a free tier?
No. The playground includes limited free task previews. Continued usage requires an account and prepaid execution credits.
Is there a subscription?
Core v0.1 usage is prepaid-credit based. Compass Beta is invitation-paced while Kernel modules mature.
How does Team Vault work?
Team Vault is the seat-based workspace layer for shared wallet controls, role budgets, and team visibility. It is meant for founders, CTOs, and operators who want tighter control without changing the underlying workflow.
What data do you keep?
Public landing demos avoid prompt storage. Signed-in product flows keep limited request, continuity, billing, and support records so the service can route work, keep sessions stable, and maintain correct ledger history.
Do you train on raw user prompts?
The public product does not promise unrestricted training on raw user content. We retain operational data, routing outcomes, de-identified analytics, and abuse-prevention telemetry as described in the legal pages.

Invite friends, both get credit

Refer an operator or builder, they make a purchase, you both get credit. Closed‑loop rewards.

Task-to-output discipline
Compass prompt packs
Runtime records underneath