Connect. Learn. Build the Future of AI FinOps.
Join agency founders, software architects, and AI product leaders tackling the financial and infrastructure challenges of scaling production AI.
Community Platforms
We maintain honest channel visibility: active links connect to verified accounts, while unlaunched channels are clearly indicated.
SoftWritely on LinkedIn
Executive analysis, AI agency economics, and industry FinOps research for agency leaders.
SoftWritely on GitHub
Open-source telemetry libraries, gateway proxy prototypes, and technical architecture schemas.
SoftWritely on X (Twitter)
Real-time updates on LLM model pricing changes, release notes, and AI cost optimization tips.
SoftWritely on Reddit
Community discussions on r/FinOps, r/OpenAI, and r/MachineLearning around inference budgets.
SoftWritely on Discord
Real-time developer chat, architecture brainstorming, and direct discussions with our engineering team.
Key Discussion Focus Areas
The foundational challenges we explore across our articles, community threads, and partner interviews.
Client Retainer Economics
Strategies for pricing AI agency retainers, establishing token pass-through models, and avoiding client cross-subsidization.
Autonomous Agent Safeguards
Architectural patterns for detecting recursive prompt loops, tool-calling cascades, and token spikes before billing surprises.
Prompt Caching & Model Routing
Best practices for utilizing Claude prompt caching, Gemini context caching, and routing between flagship and lightweight models.
Vendor-Neutral Telemetry
Standardizing request-level attributes (tokens, latency, errors, metadata) across OpenAI, Anthropic, Google, and DeepSeek.
Consultancy Client Handover
Constructing audit-ready infrastructure ledgers and billing statements for seamless client software delivery handoffs.
Inference COGS in AI SaaS
Safeguarding 70%+ gross margins in subscription products by tracking per-feature token velocity and power-user usage tiers.
Our Community Standards
We cultivate a focused, high-signal environment centered around real engineering and financial realities.
No Vanity Metrics
We value candid, verifiable infrastructure economics over fabricated ARR claims or vanity benchmarks.
Confidentiality First
Never share proprietary client data, actual API keys, or sensitive prompt payloads in public forums.
Constructive Technical Discourse
We support peer reviews, architecture debates, and practical troubleshooting that elevate the entire AI ecosystem.
Community Questions
Help Us Build Institutional AI FinOps Tooling
Share your agency's current billing workarounds, agent cost spikes, and provider challenges with our engineering team.