“We build AI-powered products that automate workflows, improve decision-making, and create new revenue streams. Merehead delivers production-ready AI systems-from strategy and data pipelines to deployment, monitoring, and continuous improvement.”
“We build secure, regulation-ready mobile banking applications for fintech startups and financial institutions. Our focus is on compliant architecture, biometric authentication, real-time transaction infrastructure, and seamless third-party integrations.”
“We build centralized exchanges designed for real trading volume, predictable performance, and operational control. Merehead delivers production-ready CEX platforms with order book trading, custody options, liquidity integrations, and compliance workflows.”
“Yes, subject to an assessment of its task performance and architecture. We review integrations, permissions, evaluation, and operational gaps, then recommend what can be retained and what needs further development.”
“A description of the task, representative cases, relevant documents, and API specifications. We agree sandbox access and a technical contact first. Production permissions are requested only for approved functions.”
“The list depends on your risk policy. Sensitive financial operations, destructive changes, or consequential external messages may require approval. Routine actions can be automated within explicit rules and permissions.”
“We distinguish safe transient failures from ambiguous outcomes. Safe operations can be retried under defined limits. Other cases are checked or escalated, with recovery procedures agreed for the action type.”
“Only when separation of tasks or responsibilities justifies the added coordination and testing. A single agent or conventional automation may be easier to operate and sufficient for your needs.”
“Code ownership, evaluation assets, documentation, and usage rights are defined in the contract. Third-party software and model services remain subject to their own terms.”
“Packages run from $3,000 for a basic chatbot to $30,000–80,000 for an enterprise build. Discovery starts at $2,000, and every estimate lists the assumptions behind it.”
“A basic chatbot takes 2–4 weeks, and an enterprise build takes 3–6 months. Stage durations are in the cost and timelines section.”
“The documents you want the bot to answer from, access to the systems it should read, and a list of the questions your team gets most often. Messy content is normal. We help you sort out what is current and what should be removed.”
“Yes. We start with an assessment and give you a written review of what can stay, what needs rebuilding and what it costs to reach production.”
“If your CRM offers an API, usually yes. We confirm fields, permissions and rate limits during discovery. Some CRMs need a licensed integration or a custom connector, and we tell you which case applies.”
“English, which we have tested. Other languages can be scoped for a specific project.”
“Most MVPs can be delivered in 6–12 weeks depending on data readiness and integration scope. Production-grade systems typically require additional time for MLOps, monitoring, and security hardening.”
“Cost depends on the scope, data complexity, and reliability requirements in production. We estimate pricing by complexity and define milestones to keep budgets predictable.”
“Yes, we integrate with your databases, warehouses, CRMs, and internal tools while enforcing governance and access controls. If data is limited, we define a practical path for collection and improvement.”
“RAG is often the fastest way to deliver accurate, up-to-date answers using your internal knowledge base. Fine-tuning is useful when you need consistent style, specialized behavior, or domain-specific patterns at scale.”
“We implement privacy-aware data handling, role-based access control, logging, and audit-ready documentation. Safety controls and guardrails are included where the model interacts with users or sensitive systems.”
“Mobile banking app development is the process of designing, building, and deploying financial service applications for iOS and Android. It covers user authentication, account management, payment processing, compliance integration (KYC/AML), core banking system connectivity, and backend infrastructure — not just the front-end interface.”
“An MVP mobile banking app with core account features, KYC flow, and a single payment method typically takes 3–4 months. A full-featured neobank with SWIFT/SEPA integration, multi-currency wallets, and a complete AML pipeline takes 6–9 months.”
“Cost ranges from approximately $40,000 for a lean MVP to $200,000+ for an enterprise banking platform. The primary cost drivers are compliance infrastructure depth (KYC provider integration, AML pipeline, audit logging), the number of payment rails to integrate (SWIFT, SEPA, ACH, card networks), and whether native iOS and Android development is required or a cross-platform approach is viable.”
“Cost depends on custody model, performance targets, and integrations such as payments, KYC, and liquidity providers. We estimate by complexity (MVP, mid-scale, enterprise) to keep budgeting predictable.”
“An MVP CEX typically takes 10–16 weeks depending on features and integrations. More complex builds take longer due to performance hardening, compliance scope, and operational tooling.”
“A CEX uses a centralized matching engine and operator-controlled workflows for custody, compliance, and operations. A DEX executes trading on-chain through smart contracts with non-custodial settlement.”
“Yes, we can build spot trading as a foundation and add margin or futures modules as your roadmap requires. Advanced trading requires stronger risk controls, liquidation logic, and monitoring.”
“We help design liquidity strategy and integrate liquidity providers based on your target markets. We also advise on fee tiers and incentives to support sustainable liquidity growth.”
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