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Averis Global Solutions

Moksh Parikh

Moksh Parikh is building Averis Global Solutions into a technology company that helps businesses turn ambitious ideas into practical digital products.

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About Moksh

Ahmedabad, India · working across Indian, US and UK hours.

His focus is on growing Averis Global Solutions through hands-on product development, clear technical direction and close collaboration with clients. His approach brings business priorities and engineering together, with an emphasis on long-term value, reliable delivery and systems that can grow with the business.

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How an AI assistant answers from your documentsNothing is retrained: it looks up your files on every question, then answers only from what it found.How an AI assistant answers from your documentsNothing is retrained: it looks up your files on every question, then answers only from what it found.Customeror staffYour assistantpermissions · ruleslogs · handoffSearch yourdocumentsPolicies, helparticles, dataAI modelvia APIA persontakes over1Asks a question2Question3Best passages + page numbers4Question + passages + rules:cite, or say “I don't know”5Answer + citation“Returns policy, p.2”No good passage? Hand off.

AI · 15 min read

AI chatbot trained on your own data: a plain guide for small businesses

You are not really training it, and that is good news. The assistant looks up your documents every time it answers, which changes how you should think about privacy, wrong answers and cost.

A 100-point vendor scorecardScore each part 0–5 and weight it. Any knock-out answer ends the evaluation, whatever the total.A 100-point vendor scorecardScore each part 0–5 and weight it. Any knock-out answer ends the evaluation, whatever the total.Proof of similar, live work20Scope, price, change control15Ownership and exit15Security and data protection15AI competence and honesty15Team and communication10Total cost, build + running10Result: 80+ → paid pilot · 65–79 → fix the gaps in the contract · under 65 → keep lookingWalk away if they…won't assign the IP in writingwon't write scope and acceptanceinsist on holding your accountsguarantee accuracy or ROIwon't sign data-processing termscan't name who does the workcan't give one reference to call

Buying software · 18 min read

How to choose an AI development company (and spot a weak one before you sign)

You cannot judge the code, so judge what you can check: live work, a client you pick to call, the contract, and a small paid test on your own data. Here is a scorecard and a question list to take into the sales call.

What one Claude Code request carriesEvery message re-sends the whole context. The repeated part is cheap only while the cache holds.What one Claude Code request carriesEvery message re-sends the whole context. The repeated part is cheap only while the cache holds.The request Claude Code sendsSystem prompt + tool definitionsCLAUDE.md, memory, skill listConversation so far: messages,file reads, command outputYour new messageRe-read from cache$0.20 per milliontokens on Opus 5.5New tokens: 5-minute cache write, $5 per millionYou typea message1Claude API2One request3Reply and tool results join the conversation(output, including thinking: $20 per million)4Next message:the whole stack is sent again

AI engineering · 10 min read

Claude Code tokens: you pay for the area, not the height

Every message re-sends everything before it. Picture a session as a staircase and every saving becomes one of four moves you can work out on a napkin.

The AI-Native LadderFour stages for a 5–50 person business. Most firms that use AI are still on the first step.The AI-Native LadderFour stages for a 5–50 person business. Most firms that use AI are still on the first step.1ScatteredPeople use chatbots on theirown, often personal accountsAsk yourself:Do you know which AI toolsyour staff use?2SanctionedBusiness accounts, a one-pageAI policy, a named ownerAsk yourself:Is there a written rule onwhat data can go in?3RedesignedOne or two core workflowsrebuilt and measuredAsk yourself:Can you show one workflowand the number that moved?4AI-nativeAI does the first pass; peopleown judgment and exceptionsAsk yourself:Do you ask “could AI do thefirst pass?” before you hire?Of US firms that use AI, 64% changednothing about how they work (US Census).

AI · 16 min read

AI-native business: what it really means for a firm of 5 to 50 people

Most firms that use AI have changed nothing about how their work runs. Being AI-native means redesigning the work itself, and you can test for it with five questions.

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