AI Strategy & Implementation
BUSINESS SYSTEM SCAN

Make Silicon Valley's AI frontier work for your business.

We gather firsthand insight from the founders, engineers, and business practitioners building and using AI — and turn it into concrete applications fitted to your business and operations. Where needed, we support validation and execution.

01 SCAN THE BUSINESS

Before the AI case studies, understand your business.

New AI solutions and use cases appear constantly. But bringing in the same methods and tools doesn't produce the same results when the customers, operations, data, decision-making, and organization differ.

What's needed isn't collecting cases — it's determining what can actually work for your business.

First, we organize where value and revenue are created, and where time and opportunities are being lost. Rather than asking "what can AI do," we clarify who should experience what change through AI.

BUSINESS
Which business outcome should grow
WORKFLOW
Which work or decisions are holding that outcome back
PEOPLE
Whose experience needs to change — customers, the field, or management
PROGRESS
From the current state, toward which state
02 GO TO THE SOURCE

Getting the answers from where AI is actually built.

Once the problem is visible, we identify the Silicon Valley founders, engineers, product, and business practitioners working on that theme.

What work do they actually use AI for? Which solutions, and how did the work change? Where did adoption stall, and what didn't work? How do they see the results?

Practical knowledge that search results won't show — gathered directly from the people involved.

FOUNDERENGINEERINGPRODUCTREVOPSSALESOPERATIONS
03 LOCALIZE THE INTERVENTION

Turn what we learn into AI applications built for you.

What works in Silicon Valley doesn't necessarily work in a Japanese company as-is. We check it against your customers, workflows, existing systems, data, approval processes, security, and organization — and organize what to adopt, what to change, and what to leave out.

Not a report listing research findings — a proposal your company can make its next decision with.

Rather than changing everything at once, we propose starting where business impact and feasibility are highest.

Customers & market
Does it fit the experience and business practices your customers expect?
Operations & organization
Can it run within current roles and decision-making?
Data & systems
Can the needed information be used safely and connected to the existing environment?
The human–AI boundary
What is delegated to AI, and where do people check and decide?
04 VALIDATE IN THE FIELD

Confirming it works — starting from one workflow.

When the proposal is agreed, we validate on a narrowed scope.

We try it with real work and real data, and confirm the field can use it, the expected change happens, and there are no operational problems.

Based on the results, we support the call to continue, improve, expand, or stop. The scope of support is proposed to match the solution and implementation involved.

What counts as a result differs by engagement. We confirm the pre-implementation state, define the expected change and how to measure it, and compare after.

BEFOREPILOTAFTER
REVENUE OPPORTUNITYTIMETHROUGHPUTLEAD TIMEERRORDECISIONCUSTOMER EXPERIENCEADOPTION
NEXT →CONTINUEIMPROVEEXPANDSTOP
05 THE OUTCOME

What we deliver is not AI adoption, but business change.

The starting point is the business goal; AI is one intervention along the way. We confirm the outcome of an engagement by whether the business progress defined at the start connects to the change observed after implementation.

06 SUPPORT SCOPE

Support starts where you need it.

1

AI Use Case Research

With your business and operations understood, we research relevant Silicon Valley practitioners, use cases, and solutions through direct interviews.

2

Strategy & Proposal

We analyze the firsthand insight against your conditions and propose priority application areas, delivery options, needed adaptations, and validation methods.

3

Pilot & Implementation Support

We validate real usability on the selected workflow, and support operating design, rollout, and results confirmation.

Depending on the engagement, this can be research and proposal only, or include validation and execution.

07 EXAMPLE ENGAGEMENT

For example: exploring AI for a sales team.

This is one example to illustrate the support. The actual engagement is designed around your business and problem.

STEP 1

Understand your sales

Map the deal flow, the real work of proposals and follow-up, and where time is being lost.

STEP 2

Research actual practice

Gather firsthand insight from Silicon Valley practitioners using AI in sales.

STEP 3

Design the fit for you

Assemble the application around your customers, business practices, existing tools, and approval process.

STEP 4

Validate small

Narrow the scope and confirm it works with real deals and real data.

STEP 5

Connect to the next decision

Compare before and after, so you can decide to continue, improve, expand, or stop.

08 PROJECT ENTRY

The starting point doesn't have to be an AI budget.

AI initiatives sit with different departments and budgets depending on the outcome. We can organize the support around wherever your consideration currently stands.

Business & operations

Who typically asksExecutives, business leaders
Main goalImprove revenue, profit, throughput, customer experience
Typical budget sourceBusiness / operations improvement budget

Sales & GTM

Who typically asksSales, Marketing, RevOps, business leaders
Main goalQuality and speed of selling, customer understanding, proposals, follow-up
Typical budget sourceSales / Marketing / GTM budget

DX & IT

Who typically asksDX, IT, information systems leaders
Main goalSolution selection, systems integration, security, internal rollout
Typical budget sourceDX / IT / systems budget

New business

Who typically asksCorporate planning, new business leaders
Main goalValidate AI-driven services and business models
Typical budget sourceNew business / innovation budget

If AI training for a team is the goal, see the Corporate Program. Corporate Program →

A FIRST PROPOSAL

A first proposal for how AI could work in your business.

Share information about your company and what you are currently exploring.

Based on the information you share and publicly available information, we will outline where GranDrift may be able to help, an initial hypothesis for your business, and what would be worth confirming first — and send it by email within three business days.

If the direction feels relevant after reading it, we can explore the next step together.

AI Opportunity SnapshotAn initial hypothesis for AI applications in your business
Request an initial proposal

There is no fee for the initial proposal. It is prepared from the information you share and publicly available information.