You need 8+ hours of daily timezone overlap
We're based in India. Most of our clients are in the US, EU, or ANZ — that's 3–4 hours of daily overlap, max. If your engagement requires the engineer to be online during your full workday, a local agency or in-house hire is the right call.
Try instead: US/EU agencies (see /vs/agency for the comparison) or local in-house.
You want strategy decks, not code
We can do strategy phases. We do them because they end in shippable artifacts, not slides. If you genuinely want a 90-page strategy deck with no production deliverable attached, Big 4 consultancies are better at that than we are.
Try instead: Big 4 / Tier-1 consultancy. See /vs/consultancy.
Your use case is < $20K
Below $20K, the engagement-overhead math doesn't work. You'd be paying for our coordination cost, not output. Try a hourly engagement starting at 20 hours, or build it yourself with one of our free templates.
Try instead: Hourly engagement (/pricing/hourly), or our free /templates.
You're building a foundation model
We build production AI on top of foundation models. We don't train foundation models. If you're building one from scratch — pretraining, RLHF, distillation pipelines — you want a research-heavy team, not a delivery agency.
Try instead: Anthropic / OpenAI / open-source research labs.
You need fully on-prem with no cloud touchpoints
We can deploy edge gateways + cloud reasoning for hybrid. We can run open-source models on your hardware for partial on-prem. We don't operate fully air-gapped environments — that's a specialized capability we don't have.
Try instead: Defense / regulated industry specialists with air-gap experience.
Your problem isn't an AI problem
If your actual problem is a process problem, a data-quality problem, or a hiring problem, AI won't solve it — it'll usually make it worse by adding a new failure mode. We'd rather you not buy AI from us than buy AI and discover the underlying issue.
Try instead: Process consulting, data engineering, or hiring help.
You want a content-generation factory with no human review
We won't build agents that publish content without humans approving. Two reasons: quality decays without it, and brand damage from one bad output undoes months of compound value. If you're set on fully unattended generation at scale, we're not the team.
Try instead: Marketing-tech vendors who specialize in content-at-scale tradeoffs.
You haven't shipped any AI yet AND want a 10-use-case roadmap
We'd rather you ship one use case and then talk about the second. Companies that try to scope 10 use cases at once typically ship none. The strategy phase is fine; the 10-use-case sprint isn't.
Try instead: Start with /quick-wins. Then /pricing/sprint for the first build.
You won't share read-only access to your data
We can't scope honestly without seeing the shape of your data. We sign NDAs, we work in your accounts, we don't take data home. But if 'no access' is the constraint, we can't help you and shouldn't pretend we can.
Try instead: Pre-purchase consulting that works from screenshots and walkthroughs.