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Ravi Patel

Building prism (ai api routing + memory) and http://citare.ai CA who never practiced → solo founder http://prism.ssimplifi.com

Location Bangalore, India Joined Joined on  Email address ravirdp@gmail.com Personal website https://rikuq.com

Work

CEO at Indusflow

Exact vs semantic caching for LLMs: when each wins, measured
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Exact vs semantic caching for LLMs: when each wins, measured

#ai #api #caching #semanticcache
Comments
9 min read

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LLM cost reduction techniques ranked by ROI: the 5 that matter, the 9 that don't (much)
rikuq profile

LLM cost reduction techniques ranked by ROI: the 5 that matter, the 9 that don't (much)

#llm #costreduction #aicostoptimization #rankedtechniques
Comments
12 min read
LLM token budgeting for startups: the playbook before you have a finance function
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LLM token budgeting for startups: the playbook before you have a finance function

#llm #finops #startup #tokenbudget
1
Comments
12 min read
Measuring LLM ROI: the 5 metrics that matter, the 12 that look like they do, and the live-savings counter that closes the loop
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Measuring LLM ROI: the 5 metrics that matter, the 12 that look like they do, and the live-savings counter that closes the loop

#llm #roi #metrics #finops
1
Comments
13 min read
Model routing by task type: the savings math, the classifier overhead, and the A/B that proves it
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Model routing by task type: the savings math, the classifier overhead, and the A/B that proves it

#llm #routing #taskclassifier #costoptimization
Comments
12 min read
OpenAI prompt caching, explained: automatic, free to enable, 90% off cached input tokens
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OpenAI prompt caching, explained: automatic, free to enable, 90% off cached input tokens

#openai #promptcaching #cachedtokens #llmcostoptimization
Comments
12 min read
Prompt cache fingerprinting pitfalls: the discipline that makes exact-match caching actually hit
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Prompt cache fingerprinting pitfalls: the discipline that makes exact-match caching actually hit

#ai #caching #fingerprinting #llminfrastructure
Comments
9 min read
Redis vs vector cache for LLM responses: latency, cost, and when to use each
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Redis vs vector cache for LLM responses: latency, cost, and when to use each

#redis #vectordatabase #llmcache #semanticcache
Comments
12 min read
Gemini Thinking Levels: Deciphering the New $200/mo AI Agentic Tax
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Gemini Thinking Levels: Deciphering the New $200/mo AI Agentic Tax

#gemini #google #finops #pricing
Comments
3 min read
Structured outputs vs JSON mode vs function calling vs raw text: the cost tradeoff explained
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Structured outputs vs JSON mode vs function calling vs raw text: the cost tradeoff explained

#openai #structuredoutputs #jsonmode #functioncalling
1
Comments
11 min read
The hidden cost of streaming LLMs: caches you can't use, bills you don't expect, and complexity you don't need
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The hidden cost of streaming LLMs: caches you can't use, bills you don't expect, and complexity you don't need

#llm #streaming #costoptimization #ux
Comments 1
11 min read
Three new ways to call Prism — CLI, MCP, and SDKs
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Three new ways to call Prism — CLI, MCP, and SDKs

#ai #api #cli #mcp
Comments
8 min read
We added 5 providers and the router got smarter
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We added 5 providers and the router got smarter

#ai #api #providers #routing
Comments
8 min read
The 'Steal Your Competitor's SEO With AI' Trick, Tested
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The 'Steal Your Competitor's SEO With AI' Trick, Tested

#seo #aisloptested #competitorresearch #sitemap
Comments 1
5 min read
The 50ms promise I made in v1.6
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The 50ms promise I made in v1.6

#ai #api #edge #latency
Comments
5 min read
How to stop your AI bill from surprising you
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How to stop your AI bill from surprising you

#ai #api #budget #governance
Comments
6 min read
How we route around a 20-minute Anthropic outage
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How we route around a 20-minute Anthropic outage

#ai #api #reliability #failover
Comments
5 min read
Putting Prism's front door on every continent
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Putting Prism's front door on every continent

#ai #api #edge #latency
Comments
6 min read
The 2026 AI Spend Disclosure Audit: 46 Companies Graded
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The 2026 AI Spend Disclosure Audit: 46 Companies Graded

#aispend #disclosure #publiccompanies #finops
Comments
9 min read
What was that request, exactly? Observability for the AI proxy layer
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What was that request, exactly? Observability for the AI proxy layer

#ai #api #observability #developertools
Comments
4 min read
Your AI bill, minus the AI you've already paid for
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Your AI bill, minus the AI you've already paid for

#ai #api #caching #costoptimization
Comments
5 min read
MCP Is a Transport Layer Pretending to Be a Brain
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MCP Is a Transport Layer Pretending to Be a Brain

#mcp #ai #developertools #api
Comments
4 min read
The Merging Take Is Too Early
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The Merging Take Is Too Early

#ai #developertools #marketanalysis #indiehacking
Comments
3 min read
The Hidden Cost of Stateless AI APIs
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The Hidden Cost of Stateless AI APIs

#ai #api #developertools #chatbots
2
Comments 2
6 min read
There Is No Best AI Model in 2026 — And That's Actually Good News
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There Is No Best AI Model in 2026 — And That's Actually Good News

#ai #llm #developertools #modelcomparison
1
Comments 1
6 min read
Section 195 vs Equalisation Levy: Foreign AI Vendor TDS
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Section 195 vs Equalisation Levy: Foreign AI Vendor TDS

#indiantax #section195 #equalisationlevy #llmfinops
Comments
8 min read
Section 195 TDS on Foreign AI Vendors: Complete India Guide
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Section 195 TDS on Foreign AI Vendors: Complete India Guide

#section195 #indiantax #foreignaivendors #engineeringanalysis
Comments
8 min read
FinOps vs ITFM vs ITAM: Why You Eventually Need All Three
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FinOps vs ITFM vs ITAM: Why You Eventually Need All Three

#llmfinops #finops #itfm #itam
Comments
8 min read
The FinOps Foundation Framework: A Practitioner's Walkthrough
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The FinOps Foundation Framework: A Practitioner's Walkthrough

#llmfinops #finops #finopsfoundation #cloudcostoptimization
Comments
9 min read
AI Vendor Consolidation in 2026: When to Cut, When to Hold
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AI Vendor Consolidation in 2026: When to Cut, When to Hold

#llmfinops #aivendorconsolidation #procurement #saassprawl
Comments
8 min read
AI Tax Recovery for Indian CFOs: The 5-Domain Framework
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AI Tax Recovery for Indian CFOs: The 5-Domain Framework

#indiantax #section195 #gstrcm #indas38
Comments
11 min read
AI Systems Review: A 6-Domain Framework You Can Run Internally
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AI Systems Review: A 6-Domain Framework You Can Run Internally

#llmfinops #aisystemsreview #aigovernance #indas38
Comments
10 min read
AI Software Capex vs Opex in India: The Ind AS 38 Test
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AI Software Capex vs Opex in India: The Ind AS 38 Test

#llmfinops #aicostoptimization #indas38 #indiantax
Comments
8 min read
AI Cost Allocation: Models That Work in Indian Production
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AI Cost Allocation: Models That Work in Indian Production

#llmfinops #costallocation #showbackchargeback #transferpricing
Comments
9 min read
Why LLM Gateway Attribution Is Harder Than Cloud FinOps Ever Was
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Why LLM Gateway Attribution Is Harder Than Cloud FinOps Ever Was

#llmfinops #llmgateway #costattribution #aiinfrastructure
Comments
11 min read
AI / Cloud FinOps Providers in India: A Practitioner's Take
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AI / Cloud FinOps Providers in India: A Practitioner's Take

#llmfinops #aicostoptimization #cloudkeeper #apptio
Comments
9 min read
GEO vs AEO vs AIO vs SGE: A Plain-English Glossary for 2026
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GEO vs AEO vs AIO vs SGE: A Plain-English Glossary for 2026

#geo #aeo #aio #sge
Comments
6 min read
Best MCP Servers for Claude Code in 2026 (Honest Picks)
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Best MCP Servers for Claude Code in 2026 (Honest Picks)

#claudecode #mcp #modelcontextprotocol #aicodingtools
Comments
7 min read
AI Search Visibility Tools: Honest Comparison From a Builder
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AI Search Visibility Tools: Honest Comparison From a Builder

#geo #aisearch #citare #profound
Comments
6 min read
Claude Code Hooks vs Skills: When to Use Which
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Claude Code Hooks vs Skills: When to Use Which

#claudecode #hooks #skills #aicodingtools
Comments
7 min read
How I Built Citare V2 in 12 Days After Throwing V1 Away
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How I Built Citare V2 in 12 Days After Throwing V1 Away

#citare #casestudy #claudecode #solofounder
Comments
8 min read
Portkey vs Helicone vs LiteLLM vs OpenRouter: Honest Comparison
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Portkey vs Helicone vs LiteLLM vs OpenRouter: Honest Comparison

#llmgateway #portkey #helicone #litellm
Comments 24
8 min read
How I Run 3 Production AI SaaS on $5/Month of Hosting
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How I Run 3 Production AI SaaS on $5/Month of Hosting

#productionstack #cloudflare #supabase #solofounder
Comments 1
10 min read
What is LLM FinOps? The Missing Discipline for AI-Era Companies
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What is LLM FinOps? The Missing Discipline for AI-Era Companies

#llmfinops #finops #aicostoptimization #llminfrastructure
Comments 2
11 min read
The Four-Index Reality: Why AI Search Isn't One Thing
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The Four-Index Reality: Why AI Search Isn't One Thing

#geo #aisearch #fourindex #citare
Comments
7 min read
Best AI Coding Tools 2026 — Honest Picks From Shipping 3 SaaS Solo
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Best AI Coding Tools 2026 — Honest Picks From Shipping 3 SaaS Solo

#aicodingtools #cursor #claudecode #antigravity
Comments
12 min read
Antigravity Review (May 2026) — From Daily Driver to Dropped
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Antigravity Review (May 2026) — From Daily Driver to Dropped

#antigravity #aicodingtools #gemini #claudecode
Comments
7 min read
GitHub Copilot Review 2026 — Built For Enterprise, Not Solo Founders
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GitHub Copilot Review 2026 — Built For Enterprise, Not Solo Founders

#githubcopilot #aicodingtools #toolreview #enterprise
Comments
8 min read
Windsurf Review 2026 — Not For Solo Founders, Great For Small Teams
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Windsurf Review 2026 — Not For Solo Founders, Great For Small Teams

#windsurf #aicodingtools #toolreview #claudecode
Comments
7 min read
Cursor vs Claude Code 2026 — You're Probably Asking the Wrong Question
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Cursor vs Claude Code 2026 — You're Probably Asking the Wrong Question

#cursor #claudecode #aicodingtools #comparison
Comments
6 min read
Anthropic Prompt Caching: Real Numbers From 330 Production Calls
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Anthropic Prompt Caching: Real Numbers From 330 Production Calls

#anthropic #promptcaching #llminfrastructure #finops
Comments
8 min read
GEO vs SEO in 2026 — What Google's May Guidance Changed
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GEO vs SEO in 2026 — What Google's May Guidance Changed

#geo #seo #aisearch #google
Comments
7 min read
Cursor Review 2026 — Honest 'Not For Me' Take From a VSCode User
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Cursor Review 2026 — Honest 'Not For Me' Take From a VSCode User

#cursor #vscode #aicodingtools #toolreview
Comments
6 min read
Hello from rikuq — a practitioner blog for solo AI SaaS founders
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Hello from rikuq — a practitioner blog for solo AI SaaS founders

#manifesto #rikuq #solofounder #vibecoding
Comments
7 min read
Claude Code Review 2026 — From Zero Code to 3 Live SaaS
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Claude Code Review 2026 — From Zero Code to 3 Live SaaS

#claudecode #claude #aicodingtools #toolreview
1
Comments
11 min read
The Merging Take Is Too Early
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The Merging Take Is Too Early

#ai #developer #tools #indie
Comments
3 min read
There Is No Best AI Model in 2026 — And That's Actually Good News
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There Is No Best AI Model in 2026 — And That's Actually Good News

#ai #llm #webdev #productivity
Comments
6 min read
How I Cut My AI API Costs by 40% Without Changing a Single Prompt
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How I Cut My AI API Costs by 40% Without Changing a Single Prompt

#ai #programming #beginners
3
Comments 3
5 min read
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