Make the model decision.
Keep the evidence.
Research for software teams weighing specialist models against a practical frontier API. From the first question to the evidence that justifies a pilot.
- Research areas
- 12
- Full research pages
- 160
- Sources cited
- 47

Is the pilot ready
to be commissioned?
Does the evidence
support the plan?
Inside the research.
Frame the right question.
01Direct questions
Decide whether a specialist model is the right intervention for your task.
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03Comparisons
Compare architectures, deployment routes and delivery responsibilities.
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06Expert Q&A
Ask better questions of experts, with evidence requests and follow-ups.
Explore this area →Test before committing.
02Do-it-yourself game plans
Move from a baseline to a controlled pilot, with clear gates at every stage.
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08Readiness quiz
Check whether your evidence, permissions and ownership are ready for a pilot.
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09Scorecard
Compare three supplier plans against quality, evidence and hard gates.
Explore this area →Keep the context in view.
04Regulatory news and changes
Map the obligations and dates that could change a procurement decision.
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05Hiring signals
Understand the capabilities behind the roles, responsibilities and pay ranges.
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11Market data and deal flow
Separate broad investment signals, list prices and unverified market estimates.
Explore this area →Turn evidence into action.
07Video and podcast roundups
Choose the conversations that address your next engineering decision.
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10Newsletter drafts
Read weekly, monthly and quarterly briefing drafts from the research desk.
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12Next steps
Identify the next useful action and the evidence needed to move forward.
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