RUNLOCALAIv38
->Will it run?Best GPUCompareTroubleshootStartLearnPulseModelsHardwareToolsBench
Run check
RUNLOCALAI

Independently operated catalog for local-AI hardware and software. Hand-written verdicts. Source-cited claims. Reproducible commands when we have them.

OP·Eruo Fredoline
DIR
  • Models
  • Hardware
  • Tools
  • Benchmarks
TOOLS
  • Will it run?
  • Compare hardware
  • Cost vs cloud
  • Choose my GPU
  • Prompting kits
  • Quick answers
REF
  • All buyer guides
  • Learn local AI
  • Methodology
  • Glossary
  • Errors KB
  • Trust
EDITOR
  • About
  • Author
  • How we make money
  • Editorial policy
  • Contact
LEGAL
  • Privacy
  • Terms
  • Sitemap
MAIL · MONTHLY DIGEST
Get monthly local AI changes
Monthly recap. No spam.
DISCLOSURE

Some links on this site are affiliate links (Amazon Associates and other first-class retailers). When you buy through them, we earn a small commission at no extra cost to you. Affiliate links do not influence our verdicts — there are cards we rate highly that we don't have affiliate relationships with, and cards that sell well that we refuse to recommend. Read more →

© 2026 runlocalai.coIndependently operated
RUNLOCALAI · v38
  1. >
  2. Home
  3. /Learn
  4. /Courses
  5. /AI Products with Local Models
  6. /Ch. 8
AI Products with Local Models

08. Product Roadmap

Chapter 8 of 24 · 15 min
KEY INSIGHT

Build quarterly roadmaps with monthly commitments and weekly reviews. The further you project, the less you know. A 12-month roadmap is a hypothesis, a 3-month roadmap is a plan. Roadmap structure that survives Nigerian business reality: **Quarter 1 (Now-Q2):** Revenue foundation. Core product, payment integration, first 500 paying users. No major rewrites. Ship weekly, gather revenue data, optimize for conversion. **Quarter 2 (Q2-Q3):** Engagement expansion. Features that increase daily active usage. User cohorts, onboarding optimization, retention mechanics. If you don't have revenue data by now, pivot. **Quarter 3 (Q3-Q4):** Scale infrastructure. Model upgrades, capacity planning, team expansion for support. This phase is expensive—you need solid revenue to fund it. **Quarter 4 (Q4+):** Market expansion. New user segments, regional growth (Ghana, Kenya), or enterprise tier. ```python from datetime import datetime, timedelta def generate_roadmap(launch_date, quarters=4): """ Generate roadmap timeline from launch date. Each quarter is approximately 13 weeks. """ current_quarter = datetime.now().quarter current_year = datetime.now().year milestones = [] for q in range(1, quarters + 1): quarter_name = f"Q{q}" year = current_year if q <= (4 - current_quarter + 1) else current_year + 1 # Calculate quarter start month_start = ((q - 1) * 3) + 1 quarter_start = datetime(year, month_start, 1) quarter_end = quarter_start + timedelta(days=90) milestones.append({ 'quarter': quarter_name, 'dates': f"{quarter_start.strftime('%b %Y')} - {quarter_end.strftime('%b %Y')}", 'focus': roadmap_focus(q), 'key_deliverables': roadmap_deliverables(q) }) return milestones def roadmap_focus(quarter): """Define focus area per quarter""" focuses = { 1: "Revenue Foundation", 2: "Engagement & Retention", 3: "Infrastructure Scale", 4: "Market Expansion" } return focuses.get(quarter, "Optimize") def roadmap_deliverables(quarter): """Define key deliverables per quarter""" deliverables = { 1: [ "Core product with payment integration", "First 100 paying users", "Basic analytics dashboard", "Support channel (WhatsApp or email)" ], 2: [ "Onboarding flow optimization", "User cohort analysis", "Retention mechanics (streaks, reminders)", "Social features if applicable" ], 3: [ "Model upgrade (7B to larger if needed)", "Load testing and capacity planning", "Customer support escalation flow", "Mobile optimization" ], 4: [ "Enterprise tier (if SMB traction exists)", "Regional expansion (Ghana pilot)", "API for developers", "Partnership integrations" ] } return deliverables.get(quarter, []) roadmap = generate_roadmap(datetime.now(), quarters=4) for m in roadmap: print(f"\n{m['quarter']}: {m['focus']}") print(f" Dates: {m['dates']}") for d in m['key_deliverables']: print(f" - {d}") ``` Real failure mode: Roadmap commitment bias. Once something's on the roadmap, operators feel pressure to ship it regardless of changing conditions. Treat the roadmap as a living document. If a feature no longer serves current priorities, cut it.

The product roadmap translates prioritization decisions into time-bound deliverables. For local AI products, roadmap planning must account for infrastructure uncertainty—GPU availability fluctuates, model releases create rewriting needs, and payment provider changes happen without warning.

EXERCISE

Create a one-page roadmap for the next two quarters. What are you committed to shipping? What are you considering but not promising?

← Chapter 7
Feature Prioritization
Chapter 9 →
Monetization Models