LLMs for automating text-based processes.
Until very recently, building AI solutions required huge upfront investment in data collection and training. Latest foundation models (GPT-4, Mistral 7B, Gemini, ...) are pre-trained to understand human language. They show human-like affordances in text understanding, generation and reasoning - all without extensive training data.
Zero & few-shot
Large language models are pre-trained on extensive data, internalizing much of human knowledge, generalizability and affordances in working with text. Turns out, most business processes build on textual data. We help you be among the first to exploit these new opportunities and automate business processes.
Multimodality
Early foundation models have been trained on text only. Newer foundation models such as GPT-4 or Google Gemini have been trained to also understand visual or audio input, opening up many new application fields. Business processes that require reasoning on images are now automatable without extensive training data.
Fine-tuning & retrieval-augmented generation
Your organization and use-cases are special! Out-of-the-box models don't know about the particularities of your organization and industry. We help you fine-tune models or augment them with an information retrieval system, feeding them with information from your CRM, ERP, CMS and other company data sources.
Agents & chains
We are used to ChatGPT-like conversational interactions with language models. An agent architecture (model decides about which steps to perform to achieve a certain goal) opens up automation opportunities for complex, multistep processes with less human supervision. Chains, however, are predefined multi-step processes for model inference.
Conversational (Chat)
ChatGPT succeeded in mass adoption because people understood how to use it. Its interface is simply and users would interact with it in a similar manner as they would with humans - in natural language. Chatbots are a cheap and versatile mode for interfacing with the user. Texterous can help build industry-specific chatbots.
Integration
Our products integrate into your existing software infrastructure, including CRM, CMS or ERP systems, to both leverage company-internal data and automate workflows end-to-end.
Hosting & Deployment
Setup, launch, and maintenance of AI solutions. We ensure that your AI applications are efficiently deployed into your existing infrastructure or cloud and are securely hosted for optimal performance, caching, and scalability, allowing your business to leverage AI technologies without worrying about the technical complexities.
Monitoring, Evals & LLMOps
Our solutions are modularized and decoupled, such that we can change data layer, model layer or application layer as needed. We perform (automated) evaluations to select best-performing models and prompts (PromptOps) and continously monitor model output for traceability.
Governance
We implement best practices to meet legal and ethical standards and answer accountability, transparency and observability questions. Our framework helps your organization to properly assess and mitigate risks, align cultural values with AI usage, develop AI related organizational learning and draft organizational AI policies.
We pool talent and resources in AI. Our team has experience from working at:
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