Research RAG
Answers from your filings and memos, with citations.
Next Gen System builds production chatbots, Voice AI, bot & process automation, agentic systems, OpenAI integrations, and data services—wired to your workflows.
Next Gen System builds production chatbots, Voice AI, bot & process automation, agentic systems, OpenAI integrations, and data services—wired to your workflows.
Research copilots with provenance—not a public chat window on the desk.
Built for investment teams that need filings, notes, and memos in one brief a human still signs.
Research dies when everyone pastes into a consumer chatbot. We wire GPT (and related APIs) behind your tools, put RAG over your corpus, and let agents gather allowed sources into a brief. The desk stays accountable.
Specific production work—not a generic “we do AI for this sector” list.
Answers from your filings and memos, with citations.
Models behind your stack with spend and logs visible.
Gather and brief; humans still sign off.
Public sources, structured and timestamped.
Next Gen System treats Investment as operating jobs with owners, integrations, and a handoff—not a slide of industry logos.
Keys, logging, rate limits, and a fallback when the vendor blinks are part of the build—not a weekend script.
Copilots answer from filings and internal memos you actually own. Citations travel with the answer. No provenance, no ship.
Agents can collect public sources you are allowed to use, dedupe, and timestamp them. They do not trade, and they do not unsupervised-email a client.
Each row is a real job here, tied to a service your team can open.
Generative AI / LLM
Research copilots, RAG over filings, and summarization tools answer from your corpus—not a public chat window with no provenance.
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OpenAI Integration
GPT (and related APIs) sit behind your research and CRM tools with keys, logging, rate limits, and a fallback when the vendor blinks.
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Agentic AI
Research agents gather filings, notes, and internal memos into a brief a human still signs off. Tools are scoped; the desk stays accountable.
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Web Scraping
Research collection from allowed public sources lands structured, deduped, and timestamped for the desk—not a folder of HTML.
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The desk should get a brief with provenance—not a paste from a consumer chat window.
Answers come from filings and memos you own, with citations. No provenance, no ship.
Keys, logging, and rate limits sit in your stack. Finance is not discovering a surprise bill.
They gather allowed sources and draft. They do not trade, and they do not unsupervised-email a client.
Public collection you are allowed to run lands structured and timestamped, ready to load.
We scope the win, build with evals, and hand over a system your team can run.
We map high-ROI chatbot, voice, automation, or data use cases—then pick the first win that can reach production.
We design the system, integrate your stack, and prove quality with evals before wider rollout.
We ship with monitoring, feedback loops, and a clear runbook so your team can own the system.
Straight answers for Investment work with Next Gen System.
No vendor training on your corpus unless you explicitly contract it. Default is inference against your index.
Whatever you can own operationally—OpenAI, and alternatives if policy requires. We do not lock you to a demo key.
No.
We will pick the first production job, the systems it must touch, and what “done” looks like for your operators.
Share your use case. We respond within one business day.
