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EDELLENCE / ADVANCED SYSTEMS

AI · MCP · Web3

Quality for systems that reason, connect and transact.

EDELLENCE provides AI-agent and LLM application testing, MCP integration testing and Web3 quality engineering for wallets, dApps and multi-chain transaction journeys.

Discuss an advanced system
Quality
orchestrationobserve · evaluate · recover
AIbehaviour
MCPprotocols
WEB3state
THREE SYSTEMS / THREE RISK MODELS

One-size-fits-all QA breaks at the edge of modern architecture.

Each system needs different assertions, environments and failure models. Our job is to turn those differences into repeatable engineering signals.

01 / AI

Systems that reason

LLM applications and agents are probabilistic, context-sensitive and dependent on model behaviour. We make that uncertainty measurable and regression-testable.

WHAT WE MAKE VISIBLE

Incorrect or ungrounded output

Prompt and context regressions

Wrong tool selection or sequencing

Safety-boundary failures

Latency and reliability drift

02 / MCP

Systems that connect

MCP quality lives between clients, servers, models, tools and external services. We validate the complete protocol ecosystem and how it fails.

WHAT WE MAKE VISIBLE

Schema and contract mismatches

Authentication and permission gaps

Client/server incompatibility

Partial multi-server failures

Timeout and recovery behaviour

03 / WEB3

Systems that transact

Hands-on quality engineering across consumer wallets, dApp sessions and digital-asset payment flows—from key recovery to final transaction state.

WHAT WE MAKE VISIBLE

Wallet onboarding, backup and recovery

Session lifecycle and chain switching

Signing across custody models

Pending, reverted and duplicated transactions

Callback, webhook and RPC reliability

AI evaluation lab

From “the answer looks okay” to repeatable evidence.

We structure evaluation data, behavioural criteria and regression runs around the tasks the system must perform—then track how prompt, context, model and tool changes affect the result.

EVALUATION RUNagent-release/024active

Task completiongrounded rubricevaluated

Retrieval qualitysource relevanceevaluated

Tool selectionexpected sequenceevaluated

Safety boundaryadversarial setevaluated

Latency budgetp95 thresholdobserved

Illustrative evaluation interface
MCP ECOSYSTEM

Test the connections, not only the tools.

Experience across varied MCP implementations gives us a practical view of where protocol workflows fail.

ClientModelMCPServersTools
  • Schema contracts
  • Auth boundaries
  • Multi-server routing
  • Failure recovery
WEB3 JOURNEY

Test the wallet journey as a distributed state machine.

Pairing, approval, signing, network state and transaction callbacks must agree before a user can trust the outcome.

PairApproveSignFinalise
  • Wallet lifecycle
  • dApp sessions
  • Multi-chain state
  • Recovery behaviour

Hands-on Web3 delivery

Quality engineering for wallets, dApps and transaction infrastructure.

Our experience spans consumer non-custodial wallets and custodial digital-asset payment systems. That means testing not just screens, but key material, sessions, networks, asynchronous state and the services behind every transaction.

NON-CUSTODIAL

The user controls the wallet.

Quality protects onboarding, wallet creation and import, backup and recovery, key export, dApp approvals, signing and multi-chain transaction journeys across mobile and web.

CUSTODIAL

The platform coordinates the funds.

Quality follows address provisioning, deposits, withdrawals, peer transfers, allowlisting, settlement, treasury routing and external status updates across services and networks.

01Connectwallet · account · chain
02Authorisesession · approval · policy
03Signpayload · key path · intent
04Settlenetwork · callback · finality
01

Wallet lifecycle

Create, import and restore multi-chain wallets with confidence across the states users cannot afford to lose.

  • Anonymous and account onboarding
  • Secret-phrase and encrypted backup recovery
  • Cloud and manual backup paths
  • Send, receive, on-ramp, staking and claims
02

dApps & signing

Validate the full session between a dApp, wallet, network and signing path—not only the approval screen.

  • Pairing and approval flows
  • Local and remote signing paths
  • Session expiry, caps and removal
  • Chain switching and network addition
03

Transaction integrity

Treat every transfer as an asynchronous state machine with external dependencies and irreversible outcomes.

  • Deposits, withdrawals and peer transfers
  • Address generation and allowlisting
  • Pending, failed and reverted states
  • Duplicate-credit and parallel-request races
04

Delivery systems

Build repeatable evidence around the interfaces, services and infrastructure that carry Web3 journeys to production.

  • Mobile, browser-extension and API automation
  • Contract, schema and database assertions
  • Performance and concurrency testing
  • CI reporting, diagnostics and quality gates
QUALITY ENGINEERING LAYER
Mobilereal-device journeys
ExtensiondApp interaction
API & eventscontracts and state
Performanceload and concurrency
CI/CDrepeatable evidence

Built to scale

From an exploratory prototype to a production quality system.

EvaluateBehaviour and task successAutomateRepeatable regression signalsOrchestrateDistributed dependenciesObserveReliability, latency and driftProtectCritical boundaries and flowsIntegrateQuality inside delivery

Advanced system, practical conversation

Bring us the workflow that is difficult to trust.

We will map its behaviour, dependencies and failure modes, then design a quality approach that makes them visible.

Book a QA Consultation