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ScaleKernel
ScaleKernel

Go from LLM wrapper to hypergrowth AI company

Services

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  • AI Engineering
  • Innovation-as-a-Service
  • Growth Execution

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Services

Three pillars. One partner.

We partner across AI Engineering, Innovation-as-a-Service, and Growth Execution — so your roadmap stays coherent end to end.

AI Engineering

We help AI products go beyond basic prompt-to-API workflows by building production-grade AI systems and infrastructure.

Includes

  • RAG (Retrieval-Augmented Generation)
  • Context Engineering
  • Memory Engineering
Learn more

Innovation-as-a-Service

We help companies discover, pressure-test, and prioritize ideas for what to build next — then validate and scope the bets worth your runway.

Includes

  • Next-product ideation
  • Opportunity discovery
  • Concept validation
Learn more

Growth Execution

We help AI companies acquire and retain customers through go-to-market strategy, acquisition systems, and lifecycle growth.

Includes

  • Go-to-market strategy and execution
  • Customer acquisition systems
  • Retention and lifecycle growth strategies
Learn more

AI Engineering

We help AI products go beyond basic prompt-to-API workflows by building production-grade AI systems and infrastructure.

Includes

  • RAG (Retrieval-Augmented Generation)
  • Context Engineering
  • Memory Engineering
Learn more

Innovation-as-a-Service

We help companies discover, pressure-test, and prioritize ideas for what to build next — then validate and scope the bets worth your runway.

Includes

  • Next-product ideation
  • Opportunity discovery
  • Concept validation
Learn more

Growth Execution

We help AI companies acquire and retain customers through go-to-market strategy, acquisition systems, and lifecycle growth.

Includes

  • Go-to-market strategy and execution
  • Customer acquisition systems
  • Retention and lifecycle growth strategies
Learn more

How it works

Five steps from onboarding to growth

We partner with AI startups and founders across AI Engineering, Innovation-as-a-Service, and Growth Execution — with clear phases, measurable outcomes, and no open-ended retainers.

See the full process →

  1. 1

    Onboard with ScaleKernel

    We align on your product, stage, constraints, and the outcomes that matter for the next 90 days.

  2. 2

    We analyze product, market, and growth

    Technical audit, user and market signals, and growth bottlenecks — synthesized into a prioritized opportunity map.

  3. 3

    We create a strategic roadmap

    A phased plan across AI Engineering, Innovation-as-a-Service, and Growth Execution — scoped so each phase stands on its own.

  4. 4

    We partner to execute in phases

    We ship against the current phase scope with your team. No surprise expansion without a new agreement.

  5. 5

    Measure and progress

    Outcomes are reviewed at phase end. The next phase is scoped and priced from real progress, not assumptions.

How it works

Five steps from onboarding to growth

We partner with AI startups and founders across AI Engineering, Innovation-as-a-Service, and Growth Execution — with clear phases, measurable outcomes, and no open-ended retainers.

See the full process →

  1. 1

    Onboard with ScaleKernel

    We align on your product, stage, constraints, and the outcomes that matter for the next 90 days.

  2. 2

    We analyze product, market, and growth

    Technical audit, user and market signals, and growth bottlenecks — synthesized into a prioritized opportunity map.

  3. 3

    We create a strategic roadmap

    A phased plan across AI Engineering, Innovation-as-a-Service, and Growth Execution — scoped so each phase stands on its own.

  4. 4

    We partner to execute in phases

    We ship against the current phase scope with your team. No surprise expansion without a new agreement.

  5. 5

    Measure and progress

    Outcomes are reviewed at phase end. The next phase is scoped and priced from real progress, not assumptions.

Case studies

Measurable outcomes across every phase.

Anonymized snapshots from AI startups we have partnered with — from production systems to PMF validation and repeatable growth.

AI EngineeringPhase 1 — AI Engineering

Series A vertical AI SaaS

From demo RAG to production-grade retrieval

Rebuilt retrieval, evals, and observability so the team could ship AI features with confidence instead of firefighting hallucinations.

↓ 62% hallucination rate↓ 41% p95 latency
Read case study
Innovation-as-a-ServicePhase 1 — Innovation-as-a-Service

Seed-stage AI workflow startup

Scoped MVP to first paying cohort

Delivered a focused MVP with built-in validation loops — turning noisy founder intuition into signal from real users.

12 logos paid pilots↑ 2.4× activation (d7)
Read case study
Growth ExecutionPhase 2 — Growth Execution

Series B AI devtools

Product signal into a repeatable channel

Aligned positioning, funnel, and outbound so acquisition matched product strength and retention stopped leaking.

+38% mrr growth (90d)↑ 55% sql → opp rate
Read case study
AI EngineeringPhase 1 — AI Engineering

Series A vertical AI SaaS

From demo RAG to production-grade retrieval

Rebuilt retrieval, evals, and observability so the team could ship AI features with confidence instead of firefighting hallucinations.

↓ 62% hallucination rate↓ 41% p95 latency
Read case study
Innovation-as-a-ServicePhase 1 — Innovation-as-a-Service

Seed-stage AI workflow startup

Scoped MVP to first paying cohort

Delivered a focused MVP with built-in validation loops — turning noisy founder intuition into signal from real users.

12 logos paid pilots↑ 2.4× activation (d7)
Read case study
Growth ExecutionPhase 2 — Growth Execution

Series B AI devtools

Product signal into a repeatable channel

Aligned positioning, funnel, and outbound so acquisition matched product strength and retention stopped leaking.

+38% mrr growth (90d)↑ 55% sql → opp rate
Read case study
View all case studies

Pricing

Roadmap pricing — phase by phase.

We build a phased roadmap across AI Engineering, Innovation-as-a-Service, and Growth Execution. Each phase ships measurable MRR and user growth — with a negotiable fee you approve before we start.

  • AI Engineering → Innovation → Growth
  • MRR & user growth per phase
  • Negotiable fee per phase

Illustrative fees — every phase fee is negotiable before work starts.

Full pricing breakdown →

FAQ

About ScaleKernel

ScaleKernel is a partner for AI startups. We help products evolve from LLM wrappers into scalable, market-fit businesses through AI Engineering, Innovation-as-a-Service, and Growth Execution — delivered in scoped roadmap phases with measurable outcomes.

Founders and product teams at AI startups — especially those past the demo stage who need production infrastructure, validated product direction, or repeatable growth. You do not need a large in-house team; you do need a clear problem and founder availability for phase decisions.

We are the execution layer between AI potential and durable business outcomes — not slide decks or open-ended retainers. Senior operators ship alongside your team in phased roadmaps, with honest readouts when something is not working and documentation so your team retains ownership.

Three pillars under one partner: AI Engineering (RAG, evals, agents, production infrastructure), Innovation-as-a-Service (ideation and discovery for your next big thing, then validation and product direction), and Growth Execution (positioning, activation, and pipeline). Engagements can start with one pillar and expand through approved phases.

Many clients start as API wrappers or thin demos, but we also partner with teams that have shipped and need defensible systems, stronger distribution, or phase-gated growth. The common thread is building an enduring AI company — not shipping features in isolation.

We work with startups globally. Engagements are remote-first, with async collaboration and scheduled syncs for roadmap decisions, phase gates, and delivery reviews.

We begin with a discovery conversation to understand fit, then scope Phase 1 with explicit deliverables, success metrics, and a negotiable fee you approve before work starts. There is no standing minimum commitment — you fund one phase at a time.

Direct access to senior operators, weekly progress visibility, honest phase-end readouts, and handoff documentation. We expect timely feedback at gates, access to codebase and analytics as needed, and commitment to one scoped phase at a time.

Why ScaleKernel

Built for the AI companies that will last.

Only AI companies that build real value, strong distribution, and defensible products will survive long term. We help you make that transition.

Read our story →

Ready to scope Phase 1?

Tell us where you are — product stage, technical stack, and the outcomes you need in the next 90 days.

Book a callView pricing

LLM Wrapper-to-Real Business

From LLM wrappers to enduring companies.

ScaleKernel is a partner that helps AI products evolve from simple LLM wrappers into scalable, market-fit businesses.

Book a callExplore services

AI Engineering

Innovation-as-a-Service

Growth Execution

MRR growth

$0$3.33k

User growth

62 waitlist248 activated beta

Phase fee

$1,850

Week 1–4 · negotiable, agreed before execution