It’s all about Human Context
Human Context
We Help You Solve Your Most Important Decisions
Every decision below already gets made. Human Context, the book and the methodology, helps you see your near future challenges better and changes the way your team deploys AI to solve marketing, innovation, CX, and many other issues.
Filter by tier
Activity / DecisionHow Human Context Helps
Innovation
Product / feature roadmap prioritization
Obvious Prioritize the roadmap by situational frequency and tier, not feature-request volume or competitor parity.
R&D investment allocation
Obvious Fund the situations with the highest frequency and the weakest current response, not the loudest internal opinion.
New market entry
Obvious Size the opportunity by annual situational instances across a population instead of demographic TAM.
Build vs. partner vs. acquire
Obvious Acquire or partner to fill a named life-system gap rather than a category gap.
Internal research capability / hiring
Less Obvious Innovation capacity isn't just a technology investment. Someone has to watch customers in real situations before a roadmap can be trusted, which makes primary research staffing an innovation decision, not a market-research afterthought.
New regulation forcing a feature (disclosure, consent, accessibility)
Externally-Driven A compliance-driven feature still lands in a specific situation and mode for the customer. Designed around that moment, it builds trust; designed as a legal checkbox, it reads as friction.
Marketing
Segmentation strategy
Obvious Replace demographic/persona buckets with situations that cut across them.
Loyalty and referral program design
Obvious Redesign the trigger around the mode and situation prompting the referral, a defining moment, not a point-accrual mechanic.
Campaign targeting and triggers
Obvious Trigger off situational signal in the moment, not a calendar batch send.
Content and editorial calendar
Obvious Align to the rhythm of recurring life-system situations, not just promotional dates.
Brand positioning
Obvious Define the brand by the situations it owns, not the category it competes in.
Acquisition channel strategy
Obvious Prioritize channels present at the highest-frequency, least-served situations.
Pricing and offer structure
Less Obvious Pricing is usually cost-plus or competitor benchmarking. Human Context asks which situations create willingness to pay a premium and which demand a low-friction, time-well-saved price, and prices by moment instead of by SKU.
Recession / inflation-driven messaging shifts
Externally-Driven Marketing's default response to a downturn is discounting. Human Context asks which life system is colliding with Financial Management right now, and reframes messaging around protecting that system rather than just cutting price.
Technology / AI
MarTech and CDP vendor selection
Obvious Score vendors on whether they can activate a situation in real time, not just resolve identity.
AI/ML investment roadmap
Obvious Decide where Genius-level AI is worth building versus where Smart is sufficient, so spend follows the situation instead of the hype cycle.
Recommendation engine design
Obvious Feed the model situational and mode signals, not purchase history alone.
Conversational AI / chatbot design
Obvious Design responses that shift with the customer's mode, not a single fixed persona.
Data and identity strategy
Obvious Decide which situational and mode signals are worth capturing, rather than defaulting to more profile data.
Personalization business case
Obvious Build the investment case on time value delivered, not engagement volume.
Internal tooling for employees (contact-center software, advisor dashboards)
Less Obvious The technology built for employees determines whether a frontline person can perceive a customer's situation or mode at all. Human Context extends situational design to internal tools, not just customer-facing ones.
AI disclosure / model-transparency regulation
Externally-Driven A required AI-disclosure notice lands in a specific mode for the customer. Designed well, it's a trust moment; designed as boilerplate, it's a liability notice.
Experience / CX
Journey mapping
Obvious Map situations and modes across the journey instead of a single demographic persona's path.
Onboarding design
Obvious Classify onboarding as a defining moment or a time transaction, and design to that standard.
Service recovery and complaint handling
Obvious Route and script by the customer's mode (anxious, rushed, angry) rather than a single service script.
Frontline / employee enablement
Obvious Train staff to recognize situation and mode in real time, not just to follow a script.
Store, branch, or app experience design
Obvious Design first for the highest-priority mode-by-situation intersections on the Mode Map.
Physical space and facilities design (branch, store, waiting room layout)
Less Obvious Usually a real-estate and operations decision. Human Context treats physical space as a mode-management tool, designed around the modes people are in when they walk through the door.
Demographic shift (a new generation entering the market, or an aging customer base)
Externally-Driven A demographic wave resets the baseline for every situation the company already serves. It's not a new segment to bolt on, it's a floor that just moved.
Measurement
Customer experience measurement
Obvious Replace generic satisfaction scores with the TWS Metric and Genius Score.
AI performance measurement
Obvious Measure mode match and compounding signal, not just conversion or CSAT.
Customer lifetime value modeling
Obvious Weight value models by situational frequency and tier, not recency/frequency/monetary alone.
Employee performance metrics and incentive design
Less Obvious Usually siloed from CX metrics entirely. If frontline staff are measured on handle time, they optimize against the customer's mode instead of for it.
A new industry benchmark or analyst ranking resets what “good” means
Externally-Driven Companies chase the benchmark's proxy metric instead of the situation it's approximating. Human Context re-grounds the response in the real situation behind the number.
Strategy / Governance
AI governance and responsible-AI policy
Obvious Anchor policy in the Agency Principle: AI should amplify what a customer can do, not decide for them.
Executive investment prioritization
Obvious Allocate the AI and personalization budget across Tier 1/2/3 situations instead of departmental requests.
Competitive strategy
Obvious Define the market you're competing in by the situations you own, not the product category you're in.
M&A due diligence and integration planning
Less Obvious Due diligence checks financials and tech stack. Human Context adds a check on whether the target owns real situational credibility with its customers, so integration doesn't quietly destroy the relationship it paid to acquire.
Competitive disruption from an AI-native entrant
Externally-Driven A new entrant doesn't compete on price or features first, it competes on reading situation and mode better than the incumbent does. Human Context is the fastest way to close that specific gap.
Tiers
Obvious — decisions leaders already expect customer insight to inform. Less Obvious — decisions made elsewhere in the business that quietly govern the customer’s experience. Externally-Driven — forces the company doesn’t choose, only answers.
Stone Mantel · stonemantel.co
We Are The Experience Strategy Company.
We help companies accelerate initiatives, upskill teams, innovate, and ignite culture change with experiences that better deliver on time well spent. We’ve helped the world’s best companies, large and small, with our thought leadership, research, and frameworks.

