AI Agent Use Cases — Self-Hosted RAG, Local GPU Inference, ERP Integration | aamp
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Use cases

What you can build on aamp.

Chatbots, RAG search across your own documents, agents that write code, modern business process automation — all on your own infrastructure.

Data and knowledge
YOUR SERVERCHATAPIWIDGETaampRAG · LOCAL INDEXPARSINGEMBEDDINGSRETRIEVALANSWER WITHSOURCELOCAL MODELYOUR SERVERCOMPANY DOCUMENTSPDF · DOCX · WIKI · EMAIL · ARCHIVES

Indexing, retrieval and answers with sources, entirely on your server.

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YOUR INFRASTRUCTUREWEBSITEAPPSHOPaampWEBWIDGET · 1 LINE OF CODEKNOWLEDGE BASEPII FILTERLIMITS AND COSTCHAT LOGSCOMPANY CONTENTYOUR INFRASTRUCTURESOURCESFAQ · WEBSITE · PRICE LISTS · TERMS

A website widget in one line of code. It answers only from your content.

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YOUR INFRASTRUCTURERFIRFPTENDERaampBID AGENTPDF PARSINGREQUIREMENTSMATRIXBID KNOWLEDGEBASEDRAFT RESPONSEBID PACKAGEYOUR INFRASTRUCTURECOMPANY SOURCESPAST BIDS · CERTIFICATES · PRICE LISTSTEAM CVS · REFERENCES

A bid agent builds the requirements matrix and a draft response from your bid library.

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Agents and processes
YOUR INFRASTRUCTURECHATWIDGETAPIaampAGENTS · VERSIONSKNOWLEDGE BASESPYTHON SCRIPTSTOOLSFIREWALLSAUDITCOMPANY DATAYOUR INFRASTRUCTURECOMPANY SYSTEMSERP · CRM · DATALAKE · DOCUMENTS

Agents with Python scripts, knowledge bases and ontologies. No per-step fees, full audit.

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YOUR INFRASTRUCTURECHATAPISCHEDULEaampAGENTS · PYTHON SCRIPTSMICROVM SANDBOXLLM FIREWALLSBUDGET LIMITSAUDIT TRAILINTEGRATIONSYOUR INFRASTRUCTURECOMPANY SYSTEMSERP · CRM · HRMFINANCE ACCOUNTING · WAREHOUSE

Sandboxed agents with firewalls and a budget cap, no system rebuild.

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YOUR SERVERSCHEDULEAGENTUSERaampPYTHON SCRIPTS · VERSIONSSCRIPT EDITORMICROVMAGENT IN SCRIPTRUN HISTORYINTEGRATIONS AND DATAYOUR SERVERCOMPANY SYSTEMSERP · CRM · SSH SERVERSDATALAKE · KNOWLEDGE BASES

Scheduled Python scripts in microVMs, connected to your company systems.

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Infrastructure and models
At the top, your product under your brand and domain, with the offer pillars. Beneath it, in the background, our backend: services (apps, workflows, agents) and infrastructure (security, model-agnostic, integrations, EU compliance). Clients see only your brand.aamp ENGINE · BEHIND01 · INFRASTRUCTURESECURITYMODEL-AGNOSTICINTEGRATIONSEU COMPLIANCEOur backend02 · SERVICESAPPSWORKFLOWSAGENTSYOUR BRANDai.yourbrand.comYour productEARN ON AIYOUR BRANDINGZERO R&D STRESSSUPPORT IN POLANDPOLISH MODELSDATA ON-SITECLIENTS SEE ONLY YOUR BRANDNO “POWERED BY”RUNS ON-PREMISE AT YOUR CLIENTS

An AI engine under your brand, built into your product via API. We maintain the backend.

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YOUR GPU SERVERCHATAGENTSAPIaampROUTING · LIMITS · LOGSOPEN-WEIGHTMODELSvLLM · OLLAMALIMITS AND BUDGETLOGS AND USAGEGPUS IN YOUR RACKYOUR GPU SERVERAIR GAPCLOUD API

Open-weight models on your cards, with limits, logs and an optional cloud.

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YOUR INFRASTRUCTURESALESHRANALYTICSaampLLM GATEWAYMODEL PER AGENTROUTING ANDFAILOVEROWN KEYS (BYOK)COST PER MODELANY MODEL · OPENAI APIYOUR INFRASTRUCTUREMODEL PROVIDERSOPENAI · ANTHROPIC · MISTRAL · OLLAMA · vLLM

A model per agent, your own API keys, cloud and local models in one place.

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INGRESSESCHATWIDGETAPIYOUR INFRASTRUCTUREaampAGENTS · VERSIONS01KNOWLEDGE BASES02PYTHON SCRIPTS03TOOLS04FIREWALLS05AUDITCOMPANY DATADATALAKE · ONTOLOGIES · RAGERPCRMDATALAKEDOCUMENTSCOMPANY SYSTEMS01 · AI agentsBuild agents connected to your company's data and logic

Agents with Python scripts, knowledge bases and ontologies. No per-step fees, full audit.

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EMPLOYEESCHATAPIWIDGETYOUR SERVERaampRAG · LOCAL INDEX01PARSING02EMBEDDINGS03RETRIEVAL04ANSWER WITH SOURCELOCAL MODELOLLAMA · vLLM · NO INTERNETPDFDOCXWIKIEMAILARCHIVESCOMPANY DOCUMENTS02 · RAGRAG on documents that can't leave the company

Indexing, retrieval and answers with sources, entirely on your server.

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CUSTOMERSWEBSITEAPPSHOPYOUR INFRASTRUCTUREaampWEBWIDGET · 1 LINE OF CODE01KNOWLEDGE BASE02PII FILTER03LIMITS AND COST04CHAT LOGSCOMPANY CONTENTFAQ · PRICE LISTS · WEBSITEFAQWEBSITEPRICE LISTSTERMSSOURCES03 · ChatbotA chatbot that knows your company and doesn't make things up

A website widget in one line of code. It answers only from your content.

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TEAMCHATAGENTSAPIYOUR GPU SERVERaampROUTING · LIMITS · LOGS01OPEN-WEIGHT MODELS02vLLM · OLLAMA03LIMITS AND BUDGET04LOGS AND USAGEGPUS IN YOUR RACKLLAMA · DEEPSEEK · MISTRAL · 0% MARKUPAIR GAPCLOUD API04 · Your own GPUsTurn the GPU servers you bought into a secure AI platform

Open-weight models on your cards, with limits, logs and an optional cloud.

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USERSCHATAPISCHEDULEYOUR INFRASTRUCTUREaampAGENTS · PYTHON SCRIPTS01MICROVM SANDBOX02LLM FIREWALLS03BUDGET LIMITS04AUDIT TRAILINTEGRATIONSSSH · API · NO SYSTEM REBUILDERPCRMHRMFINANCEACCOUNTINGWAREHOUSECOMPANY SYSTEMS05 · ERP and CRMAdd AI to legacy ERP and CRM systems

Sandboxed agents with firewalls and a budget cap, no system rebuild.

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TENDER DOCUMENTSRFIRFPTENDERYOUR INFRASTRUCTUREaampBID AGENT01PDF PARSING02REQUIREMENTS MATRIX03BID KNOWLEDGE BASE04DRAFT RESPONSEBID PACKAGEFOR TEAM APPROVALPASTBIDSCERTIFICATESPRICE LISTSTEAMCVSREFERENCESCOMPANY SOURCES06 · TendersAutomate RFI and RFP responses

A bid agent builds the requirements matrix and a draft response from your bid library.

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AGENTSSALESHRANALYTICSYOUR INFRASTRUCTUREaampLLM GATEWAY01MODEL PER AGENT02ROUTING AND FAILOVER03OWN KEYS (BYOK)04COST PER MODELANY OPENAI-COMPATIBLE MODELSWAP THE MODEL, KEEP THE AGENTOPENAIANTHROPICMISTRALOLLAMAvLLMMODEL PROVIDERS07 · Model selectionTest and combine any models, without rewrites

A model per agent, your own API keys, cloud and local models in one place.

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TRIGGERSSCHEDULEAGENTUSERYOUR SERVERaampPYTHON SCRIPTS · VERSIONS01SCRIPT EDITOR02MICROVM03AGENT IN SCRIPT04RUN HISTORYINTEGRATIONS AND DATASSH · DATALAKE · KNOWLEDGE BASESERPCRMSSHSERVERSDATALAKEKNOWLEDGEBASESCOMPANY SYSTEMS08 · ProcessesAutomate processes with scripts on your own servers

Scheduled Python scripts in microVMs, connected to your company systems.

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At the top, your product under your brand and domain, with the offer pillars. Beneath it, in the background, our backend: services (apps, workflows, agents) and infrastructure (security, model-agnostic, integrations, EU compliance). Clients see only your brand.aamp ENGINE · BEHIND01 · INFRASTRUCTURESECURITYMODEL-AGNOSTICINTEGRATIONSEU COMPLIANCEOur backend02 · SERVICESAPPSWORKFLOWSAGENTSYOUR BRANDai.yourbrand.comYour productYOUR AI SERVICE01EARN ON AI02YOUR BRANDING03ZERO R&D STRESS04SUPPORT IN POLAND05POLISH MODELS06DATA ON-SITECLIENTS SEE ONLY YOUR BRANDNO “POWERED BY”RUNS ON-PREMISE AT YOUR CLIENTS09 · White labelSell AI under your own brand

An AI engine under your brand, built into your product via API. We maintain the backend.

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