We audited the marketing at Graphite
AI-powered code review platform for engineering teams
This page was built using the same AI infrastructure we deploy for clients.
Month-to-month. Cancel anytime.
Graphite targets engineering leaders but lacks visible paid campaigns to reach them at scale across job titles and company sizes
No apparent AEO strategy for LLM queries about code review workflows, AI-assisted reviews, or engineering velocity metrics
Recently closed $52M Series B but minimal public content explaining ROI for engineering orgs, competitive positioning vs legacy tools
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TinuitiGraphite's Leadership
We mapped your current team to understand where MH-1 fits in.
MH-1 doesn't replace your team. It becomes your marketing team: dedicated humans + AI agents running execution at scale while you focus on product.
Here's Where You Stand
Series B SaaS with strong funding but underdeveloped demand generation beyond organic engineering community reach
Engineering-focused positioning likely drives some organic visibility among developers searching code review solutions, but broader engineering leader keywords appear uncontested
MH-1: SEO agent builds content pillars around engineering velocity, code quality ROI metrics to capture mid-market engineering buyer intent
Minimal optimization for LLM outputs about AI code review, engineering efficiency, or code quality tooling. Competitors not actively bidding these emerging queries
MH-1: AEO agent creates structured content on AI code review benefits, integration guides, and engineering metrics to rank in Claude, ChatGPT, Gemini contexts
No visible LinkedIn, Google, or industry publication ads targeting VP Engineering, Engineering Managers, or CTO buyer personas at growth-stage companies
MH-1: Paid agent runs account-based campaigns on LinkedIn to 5K+ high-intent engineering leaders, with creative focused on shipping velocity and review cycle time
Product-focused messaging on site, but limited narrative content on industry trends like AI code review adoption, engineering org scaling challenges, or competitive differentiation
MH-1: Content agent publishes founder/CPO perspectives on code review as engineering bottleneck, case studies with quantified metrics from customers
Estimated $1M revenue suggests low account expansion and retention marketing. No visible nurture sequences for multi-team adoption or cross-org upsell
MH-1: Lifecycle agent builds automated campaigns to activate secondary users, upsell additional team seats, and retain high-churn engineering org segments
Top Growth Opportunities
VP and Director-level engineering buyers at 100-2000 person companies face acute code review bottlenecks. Paid ABM can systematically target this tier with ROI narratives
Paid agent runs LinkedIn and G2 campaigns to 8K+ engineering leaders in high-growth tech, SaaS, and fintech with case studies showing 40%+ review time reduction
As teams adopt Claude and ChatGPT for dev work, Graphite's AI review capability is discussed in these contexts but not optimized for discovery. AEO closes this gap
AEO agent embeds Graphite in LLM responses about AI-assisted code review, engineering efficiency tools, and CI/CD automation frameworks
Initial adoption often stops at single teams. Scaling to company-wide deployment requires education on admin benefits, security, and integration ROI
Lifecycle agent targets individual contributors with multi-team use cases, then sequences expansion messaging to engineering managers and platform teams
3 Humans + 7 AI Agents
A dedicated marketing team built specifically for Graphite. The humans handle strategy and judgment. The AI agents handle execution at scale.
Human Experts
Owns Graphite's growth roadmap. Pipeline strategy, account expansion playbooks, board-ready reporting. Translates AI insights into revenue.
Runs paid acquisition across LinkedIn and Google. Manages creative testing, budget allocation, and pipeline attribution.
Builds thought leadership on LinkedIn. Creates long-form content targeting your ICP. Manages the content-to-pipeline engine.
AI Agents
Monitors AI citation visibility across 6 LLMs weekly. Builds content targeting category queries to increase Graphite's presence in AI-generated answers.
Produces LinkedIn ad variants targeting your ICP. Tests headlines, visuals, and offers at 10x the speed of manual production.
Builds lifecycle sequences: onboarding, expansion triggers, champion nurture, and re-engagement for dormant accounts.
Founder thought leadership. Builds the narrative that drives enterprise inbound from senior decision-makers.
Tracks competitors. Monitors positioning changes, ad spend, content strategy. Informs your counter-positioning.
Attribution by channel, pipeline velocity, budget waste detection. Weekly synthesis reports with AI-generated recommendations.
Weekly market intelligence digest curated from Graphite's industry signals. Positions you as the intelligence layer. Drives inbound pipeline from subscribers.
Active Workflows
Here's what the MH-1 system would be doing for Graphite from week 1.
AEO agent monitors LLM queries for 'AI code review tools', 'automated code review', 'engineering bottlenecks', and optimizes Graphite presence in responses with technical content and ROI data
Founder LinkedIn workflow publishes weekly insights on code review as engineering velocity lever, engineering hiring challenges, and AI's role in dev productivity
Paid ad agent runs ABM campaigns to 10K VP/Director Engineering at Series A-D companies with creatives focused on code quality metrics and shipping speed vs legacy tools
Lifecycle agent builds email sequences for free trial users progressing to second team adoption, with templates and admin training to reduce churn and expand footprint
Competitive watch agent monitors GitHub, Gerrit, and code review SaaS spaces for product releases, then creates response content positioning Graphite advantages
Pipeline intelligence agent tracks engineering org hiring signals (new VP Eng, scaling announcements) and triggers outbound sequences with product-specific value props
Traditional Marketing vs. MH-1
Traditional Approach
MH-1 System
Audit. Sprint. Optimize.
3 phases. Real output every 2 weeks. You see results, not decks.
AI Audit + Growth Roadmap
Full diagnostic of Graphite's marketing infrastructure: SEO, AEO visibility, paid, content, lifecycle. Prioritized roadmap tied to pipeline metrics. Delivered in 7 days.
Sprint-Based Execution
2-week sprint cycles. Real campaigns, not presentations. Each sprint ships measurable output across your priority channels.
Compounding Intelligence
AI agents monitor your channels 24/7. They catch budget waste, detect creative fatigue, track AI citation changes, and run A/B experiments autonomously. Week 12 is measurably better than week 1.
AI Marketing Operating System
3 elite humans + AI agents operating your growth system
Output multiplier: ~10x output at a fraction of the cost. The system gets smarter every week.
Month-to-month. Cancel anytime.
Common Questions
How does MH-1 differ from a marketing agency?
MH-1 pairs 3 elite human marketers with 7 AI agents. The humans handle strategy, creative direction, and judgment calls. The AI agents handle execution at scale: generating ad variants, monitoring competitors, building email sequences, tracking citations across LLMs, running A/B experiments autonomously. You get the quality of a senior marketing team with the output volume of a 15-person department.
What kind of results can we expect in the first 90 days?
First 90 days focus on paid demand generation to engineering leaders (LinkedIn ABM), AEO positioning in LLM answers about code review, and lifecycle campaigns to convert free trials to multi-team adoption. Parallel content and competitive intelligence establish thought leadership and create expansion hooks within customer orgs.
How do engineering teams discover Graphite when researching code review solutions
Most engineering leaders now ask LLMs like Claude and ChatGPT 'what's the best AI code review tool' or 'how do we speed up code review cycles'. AEO ensures Graphite appears prominently in these answers with credible, structured content about your product, customers, and differentiation.
Can we cancel anytime?
Yes. MH-1 is month-to-month with no long-term contracts. We earn your business every sprint. That said, compounding effects kick in around month 3 as the AI agents accumulate data and the system learns what works for Graphite specifically.
How is this page personalized for Graphite?
This page was researched, audited, and generated using the same AI infrastructure we deploy for clients. The channel scores, team mapping, growth opportunities, and recommended agents are all based on real analysis of Graphite's current marketing. This is a live demo of MH-1's capabilities.
Turn code review from bottleneck into competitive advantage
The system gets smarter every cycle. Let's talk about building it for Graphite.
Book a Strategy CallMonth-to-month. Cancel anytime.