// Built on research — Designed for the Age of AI
Discoverable
in the Age of AI
Decoding Dartmouth helps brands understand how AI systems discover, reference, and trust them. No hype. No rank guarantees. Only evidence.
(01 / What)
What is
GEO?
(Definition)
Generative Engine Optimization is the strategy of verifiable presence inside model-generated answers.
Traditional SEO optimized for keywords and backlinks. GEO optimizes for how Large Language Models cite, synthesize, and recommend your brand inside generated answers.
[ The Dartmouth Lens ]
- —Map presence in Claude, GPT, Gemini, Perplexity
- —Audit the entity graph around your brand
- —Repair structural and semantic signals
- —Measure citation probability over time
(02 / Pipeline)
The Synthesis Pipeline
// Three stages, every answer, every model.
Retrieval
The engine surfaces relevant documents and signals across the open web's semantic layer.
Re-ranking
Sources are weighted by authority, recency, structured data clarity, and cross-reference frequency.
Generation
The model synthesizes a single answer, citing the entities that anchor each truth-claim.
(03 / Observation)
The Good, Bad
& The Ugly
// Three states every brand passes through.
Your brand is cited verbatim as the source of truth for its category. AI responses link back, drive qualified traffic, and reinforce authority.
The model summarizes your methodology correctly but omits your name, attributing the insight to general common knowledge or aggregators.
Total erasure or hallucination. Conflicting signals lead the engine to misrepresent your features, pricing, or position. Discovery collapses.
(04 / Capability)
Six Layers,
One Stack
Everything we do starts with the intelligence layer AI systems use to discover, understand, and reference your brand. From there, we extend into governance, systems, infrastructure, and continuity.
[ 06 Capabilities Active ]
Intelligence Layers
Helping organisations see, structure, and shape how AI systems understand them.
Assurance
Helping organisations stay in control of AI-assisted software systems.
ExploreAI Governance
Frameworks, oversight, and accountability for AI inside the organisation.
ExploreSystems
Custom AI Skills, agents, and workflow systems built for the way teams actually work.
ExploreInfrastructure
The platforms, pipelines, and integrations that make AI usable at scale.
ExploreContinuity
Keeping AI-dependent operations resilient, recoverable, and under human control.
Explore(05 / Manifesto)
The Transparency Manifesto
"Generative engines are non-deterministic. The same prompt yields different citations across sessions. Anyone promising '#1 in ChatGPT' is selling an impossibility. We focus on the probability of citation through structural integrity and semantic clarity."