MBA Dog Bot®
Stop fetching the wrong framework first.
MBA Dog Bot doesn't just recommend frameworks. It recognises the problem shape, names what's premature, fetches the method that should come first, sequences what supports it — and shows why the order matters.
Backed by a curated pattern library and a transparent Scent Trail. Browse the known problem shapes →
See it in action
One real case.
No black box.
A company asks for portfolio rationalisation support without defining success. Here is what Dog Bot actually returns — generated by the same deterministic engine you'd use yourself.
Methodology
Tell
Describe the messy issue in plain English.
Trail
Dog Bot follows the strongest problem scent to a reading.
Fetch
It recommends the right framework pack for that reading.
Guard
Guard Dog flags the weakest claim and the wrong first fetch.
Point
It names the single next move worth making.
Brief
It builds a decision-ready starting brief.
Positioning
Upstream of the LLM, not against it.
ChatGPT, Claude and Gemini are excellent at answering questions. They are poor at deciding which question to ask. MBA Dog Bot is the layer that sits in front of them — a deterministic problem-definition engine that produces a structured brief you can paste into any AI. Either way, you stop chasing the wrong problem.
Deterministic, not generative
Auditable output. Same input yields the same result. Guard Dog explains every move.
Works with any AI
Copy the brief into ChatGPT, Claude or Gemini with one of three suggested prompts.
Three problem worlds
Commercial, public-sector and mission-led — adapted, not bolted-on.
Contextual engine
Four modes, one engine.
Commercial Mode
For sales, pricing, growth, operations, customers, product, margin and conversion problems.
Public Value Mode
For statutory duties, service demand, residents, equity, governance, legitimacy, delivery and place-based problems.
Mission-led Mode
For charities, social enterprises, funders, beneficiaries, outcomes and trust.
Advisory Mode
For consultants shaping bids, discovery, evidence requests, work packages and client problem definitions.
Critique Mode
Already drafted it?
Hand it over.
Paste your assignment paragraph, board memo, or strategy slide notes. Dog Bot identifies the framework you're implicitly using, scores its fit against the actual problem, flags misuse, and names the slots your stack is missing.
Built for MBA students before submission and for managers before they ship the deck.
Critique a draft- Spots the framework you used without naming it
- Flags wrong-first-framework and role mismatch
- Names missing stack slots with a concrete fix
- Rewrites your opening paragraph
- Gives you one next move